Full prompt text, the input and verification checklists, and a sample output.
No account needed to read or copy these. Create a free account to unlock all 130.
Military Experience to Federal Resume
OPEN SAMPLE Converts a block of military experience into a properly formatted federal resume work history entry, with duties, accomplishments, dates, and hours per week filled in. Use it when you are building your first federal resume and need to translate a position description or evaluation bullet points into the detailed format USAJOBS and federal human resources offices expect.
APPLICANT NAME ·BRANCH OF SERVICE ·MILITARY JOB TITLE AND RANK ·UNIT AND LOCATION ·START AND END DATES ·HOURS PER WEEK ·SUPERVISOR INFO ·DUTIES AND ACCOMPLISHMENTS ·AWARDS ·TARGET SERIES OR POSITION
## Context
You are helping [APPLICANT NAME], a [BRANCH OF SERVICE] veteran or transitioning service member, convert one military position into a federal resume work history entry. Federal resumes are not like private-sector resumes. They require far more detail: full duty descriptions, specific accomplishments, hours per week, and supervisor contact information. Human resources specialists and automated systems both screen for this detail. A thin entry loses points.
Position to convert:
- Job title and rank: [MILITARY JOB TITLE AND RANK]
- Unit and location: [UNIT AND LOCATION]
- Start and end dates (month and year): [START AND END DATES]
- Hours per week: [HOURS PER WEEK]
- Supervisor name and contact (if willing to be contacted): [SUPERVISOR INFO]
- Duties performed (paste your position description, evaluation bullets, or a plain list): [DUTIES AND ACCOMPLISHMENTS]
- Awards, commendations, or special recognitions for this period: [AWARDS]
Target occupational series or position title, if known: [TARGET SERIES OR POSITION]
## Task
Draft a federal resume work history entry for this position. Include: job title, organization, location, dates (month/year to month/year), hours per week, supervisor information, and a detailed narrative of duties and accomplishments.
For the duties and accomplishments section:
1. Expand each duty into one or two full sentences that explain what the applicant did, at what scale, and with what tools or methods.
2. Turn each accomplishment or award into a concrete result statement: what the applicant did, what changed, and at what scope.
3. Where [TARGET SERIES OR POSITION] is provided, emphasize duties and accomplishments that connect to the specialized experience requirements for that series.
## Standards
- Federal resume entries should typically run 200 to 500 words of duty and accomplishment narrative per position. Do not truncate.
- Every duty and accomplishment must come from [DUTIES AND ACCOMPLISHMENTS] or [AWARDS]. Do not invent experience, skills, clearance levels, training, leadership scope, or numbers of personnel supervised that the applicant did not provide.
- Use plain, cross-branch language. Spell out all military acronyms on first use. Avoid branch-specific jargon that a civilian human resources specialist may not recognize.
- Do not assign a GS grade equivalent. That determination belongs to the human resources office.
- Do not state or imply the applicant meets specialized experience requirements. That is the human resources specialist's call.
- If hours per week, dates, or supervisor information are missing, note that these are required for a complete entry and flag them clearly.
- If a specific named input is missing or ambiguous, ask before drafting.
BEFORE YOU RUN IT
- Gather your position description, last few performance evaluations, or award citations for this duty assignment. These are the source material.
- Confirm exact start and end dates (month and year). Federal resumes require this. "2019 to 2021" is not enough.
- Confirm hours per week. Most active-duty positions are 40 hours per week, but some billets differ. Use the actual figure.
- Decide whether your supervisor is willing to be contacted. If yes, include name and phone number. If no, note that.
- Privacy and OPSEC: remove your Social Security number and personal data before pasting any DD-214 or service record. Never paste classified or operationally sensitive details, unit movement information, or anything that would require a classification review.
- If you know the target USAJOBS announcement, paste its occupational series and specialized experience language so the entry can be aligned to it.
VERIFY BEFORE IT LEAVES YOUR HANDS
- Confirm every duty and accomplishment in the draft traces to something you actually provided. Delete anything the AI added that you did not describe.
- Check that no leadership numbers (personnel supervised, budget managed) appear unless you stated those figures. Inflated scope is a fast path to being found ineligible.
- Confirm the dates are exact: month and year for start and end. Flag any entry where you had to estimate.
- Verify hours per week is a real figure for that position, not a default. An incorrect number can affect eligibility determinations.
- Read the entry as a civilian human resources specialist would. Military jargon that is not spelled out will be ignored or misread. Fix any unexplained acronyms.
- If you listed a clearance level, confirm it matches what you actually held during that period. Do not overstate.
- Confirm no GS grade equivalent is claimed. That is not your determination to make.
Sample output
Sample output. Generated by AI from sample inputs:
Position: Supply Sergeant (Staff Sergeant, E-6)
Organization: 2nd Battalion, 10th Infantry Regiment, Fort Drum, New York
Dates: March 2018 to July 2021
Hours per week: 40
Supervisor: First Sergeant Dana Ortega, (315) 555-0192, contact authorized
Duties and Accomplishments:
Served as the primary property accountability and supply operations noncommissioned officer (NCO) for an infantry battalion of approximately 800 soldiers. Maintained accountability for a property book valued in excess of $4.2 million, including crew-served weapons systems, communications equipment, and ground vehicles. Conducted monthly sensitive items inventories and reported results directly to the battalion commander. Coordinated with the Brigade Support Battalion to requisition, receive, and distribute repair parts, expendable supplies, and Class IV construction materials in support of training and operational requirements.
Planned and executed the unit's annual property book transfer for two consecutive company-level changes of command, reconciling all hand receipts and sub-hand receipts within the required 30-day window with zero discrepancies noted by the higher headquarters property book officer.
Supervised a supply section of four soldiers, conducting weekly counseling sessions, assigning tasks based on individual skill levels, and managing professional development timelines. Two soldiers in the section were promoted ahead of their peer group during this period.
Selected to lead a 72-hour property accountability audit following an unannounced Command Logistics Review Team (CLRT) inspection. Identified and corrected 14 discrepancies in the unit's property accountability records before the formal inspection. The battalion received a passing rating with no significant findings, the first such result in three inspection cycles.
Award: Army Commendation Medal, 2020. Recognized for sustained superior performance in supply operations and for contributions to the battalion achieving a zero-loss property record during a 9-month overseas deployment.
CUSTOMIZATION Run this prompt once per position. A federal resume for a GS-7 logistics role will need different emphasis than one for a GS-11 management analyst role, even from the same service record. If you are targeting a specific announcement, paste the specialized experience language from that announcement into [TARGET SERIES OR POSITION] so the entry is shaped toward what the human resources specialist will check. For service members who held several positions in quick succession, run the prompt for each position separately and then combine the entries.
Accomplishment Statements (CCAR)
OPEN SAMPLE Builds accomplishment statements in the Context, Challenge, Action, Result (CCAR) format that federal human resources raters look for when evaluating experience. Use it when you have a duty, project, or award and need to shape it into a structured statement that shows what you did and what changed because you did it.
APPLICANT NAME ·BRANCH OF SERVICE ·SITUATION OR ROLE ·CHALLENGE ·ACTIONS TAKEN ·RESULT ·SCOPE DETAILS ·AWARD IF ANY ·TARGET SERIES OR POSITION
## Context
You are helping [APPLICANT NAME], a [BRANCH OF SERVICE] veteran or transitioning service member, write accomplishment statements for a federal resume. The Office of Personnel Management (OPM) and many federal agencies use the CCAR format to evaluate experience: Context, Challenge, Action, Result. A well-written CCAR statement shows the human resources specialist and the hiring manager exactly what the applicant contributed and at what scale, not just what the job required.
Raw experience to work with:
- Situation or role: [SITUATION OR ROLE]
- The problem, constraint, or requirement that made this hard: [CHALLENGE]
- Specific actions the applicant took: [ACTIONS TAKEN]
- What changed or improved as a result: [RESULT]
- Scope details (numbers of personnel, budget, equipment value, geographic reach, timeline): [SCOPE DETAILS]
- Any award or recognition connected to this event: [AWARD IF ANY]
Target position or series, if known: [TARGET SERIES OR POSITION]
## Task
Write two to three CCAR accomplishment statements from the inputs above. For each:
- Context: one to two sentences. What was the situation, the unit, and the applicant's role in it?
- Challenge: one to two sentences. What made this hard, urgent, or significant?
- Action: two to four sentences. What did the applicant do specifically? Lead with action verbs. Name methods, tools, or processes where the inputs support it.
- Result: one to two sentences. What changed? Use numbers from [SCOPE DETAILS] where available. If the result was qualitative, describe it specifically.
Each statement should run 100 to 200 words.
## Standards
- Every detail in each statement must come from the inputs above. Do not invent experience, numbers, personnel counts, budget figures, clearance levels, dates, or scope that the applicant did not provide.
- If [SCOPE DETAILS] includes no numbers, describe the result without inventing a metric. A clear qualitative result is more honest and more useful than a fabricated percentage.
- Do not assign a GS grade equivalent to the role described.
- Use plain language a civilian human resources specialist can follow. Spell out all military acronyms on first use.
- If the inputs are too thin to build a complete CCAR statement, ask what additional detail is available before drafting.
BEFORE YOU RUN IT
- Gather the source material: performance evaluation bullets, award citations, or your own notes about what happened. The more specific your inputs, the more specific the statements.
- Write down the actual result. What changed? What improved? What was avoided? If you have a number, use it. If you do not, describe the outcome in plain terms.
- Note scope details: how many people were affected, what resources were involved, over what time period. These details separate strong statements from generic ones.
- Privacy and OPSEC: remove your Social Security number and personal data before pasting any DD-214 or service record. Never paste classified or operationally sensitive details.
- If you are targeting a specific USAJOBS announcement, paste the specialized experience language from the announcement so the statements can be shaped toward what the rating panel will look for.
VERIFY BEFORE IT LEAVES YOUR HANDS
- Read each statement and confirm every sentence traces to something you provided. Remove any detail the AI added that you cannot verify.
- Check every number in the Result section. If you did not provide that number, remove it. Made-up metrics are a liability in an interview and on a resume.
- Confirm the scope of personnel, budget, or equipment described matches what you actually managed. Inflating scope is a common way applicants are found ineligible after further review.
- Read the Action section. Every verb should describe something you personally did, not what the team did or what the position required in general.
- Confirm no clearance level is stated that you did not hold during that period.
- Check that no GS grade is claimed or implied anywhere in the statement.
Sample output
Sample output. Generated by AI from sample inputs:
Statement 1:
Context: As the logistics section chief for a forward-deployed medical battalion during a nine-month rotation, I was responsible for maintaining supply chain continuity for a unit of 320 personnel operating across three dispersed sites.
Challenge: The unit's primary supply route was disrupted for 11 days due to infrastructure damage, cutting off resupply of medical consumables and repair parts at a time when the battalion's operational tempo was at its peak.
Action: I coordinated an emergency resupply request through the theater sustainment command, identified an alternate air movement option, and worked with the battalion medical officer to prioritize critical items and extend existing stock through rationing protocols. I briefed the battalion commander daily on inventory status and projected shortfalls.
Result: The battalion maintained uninterrupted medical support throughout the disruption with no reportable supply failures. The theater sustainment command cited the battalion's logistics section as a model for contingency supply planning in their after-action review.
Statement 2:
Context: As the noncommissioned officer in charge (NCOIC) of a training management section at a brigade headquarters, I managed the unit's collective training calendar and coordinated range and resource scheduling for subordinate battalions.
Challenge: The brigade was directed to compress a 90-day training cycle into 60 days to meet a deployment timeline, requiring a full restructure of training events, range bookings, and ammunition requests already in progress.
Action: I rebuilt the training calendar over five days, deconflicted 23 scheduled range periods across four battalions, resubmitted ammunition requests to the installation ammunition office, and coordinated transportation changes with the motor pool. I produced a briefing for the brigade commander that showed the revised schedule met all mandatory pre-deployment training requirements.
Result: The brigade completed all required collective training tasks within the compressed timeline. Zero mandatory training events were missed, and the unit deployed on schedule.
CUSTOMIZATION CCAR statements are most effective when they target the specific competencies named in the job announcement. If the announcement calls for experience in program analysis, project coordination, or stakeholder communication, shape the statements toward those functions using the same language the announcement uses. For applicants with multiple strong accomplishments, run the prompt once per event rather than combining them. Statements built from award citations tend to produce the strongest results because the citation already describes the challenge and result.
Awards and Decorations Translation
OPEN SAMPLE Translates military awards and decorations into plain accomplishment language a civilian hiring manager or HR specialist can understand and value. Use it when your resume lists medals and commendations that mean nothing to a non-veteran rater.
APPLICANT NAME ·BRANCH OF SERVICE ·YEARS OF SERVICE ·TARGET POSITION AND SERIES ·TARGET AGENCY ·AWARDS LIST AND CITATION TEXT
## Context
You are helping [APPLICANT NAME], a [BRANCH OF SERVICE] veteran with [YEARS OF SERVICE] years of service, translate military awards and decorations for a federal resume. The applicant is targeting [TARGET POSITION AND SERIES] at [TARGET AGENCY]. The hiring panel will include civilian HR specialists and program managers who have no military background. A list of the applicant's awards and the citation or justification text for each is provided below.
Awards and citations: [AWARDS LIST AND CITATION TEXT]
## Task
For each award, produce a one to three sentence accomplishment statement written in plain civilian language. The statement must describe what the applicant actually did to earn the award, using the citation text as the source. Place the accomplishment statement in past tense. Do not use military jargon, acronyms, or award names as the primary description. The award name may appear in parentheses at the end as a reference.
## Standards
- Draw only from the citation or justification text provided. Do not invent scope, numbers, dates, or outcomes the citation does not contain.
- Translate unit names (for example, a battalion is roughly 300 to 800 personnel) only when the citation supports that context and the scale is relevant to the accomplishment.
- Remove branch-specific jargon. Replace terms a civilian rater would not know with plain equivalents.
- Keep each statement tight. One concrete accomplishment per award entry. No padding.
- If the citation is too vague to support a specific accomplishment statement, say so and ask the applicant to provide more detail rather than drafting around the gap.
- Do not overstate the award's prestige or claim it guarantees selection or preference.
- Never invent experience, GS grades, dates, operational details, or qualifications the citation does not contain. If a specific named input is missing or ambiguous, ask before drafting.
BEFORE YOU RUN IT
- List every award or decoration you want translated, with the official citation or justification text for each. Orders of the day or award certificates usually contain this text.
- Paste the USAJOBS announcement text so the accomplishment statements can connect to the duties and specialized experience the job requires.
- Note whether any citation contains operationally sensitive details. Remove classified or sensitive information before pasting. Do not paste information you are not authorized to share.
- Remove your Social Security number and personal identifiers before pasting any service record, DD-214, or official document. Never paste classified or operationally sensitive details.
- Confirm the citation text is the official version, not a rough draft. Errors in the source produce errors in the output.
VERIFY BEFORE IT LEAVES YOUR HANDS
- Compare every accomplishment statement against the citation word for word. Remove any detail the citation does not support.
- Check that unit sizes or scope figures (number of personnel, dollar values, geographic area) appear in or are directly calculable from the citation. Delete any figure the AI added that is not sourced.
- Confirm no classified or sensitive operational detail appears in any statement. What goes on the resume is a public document.
- Read each statement from a civilian rater's perspective. If a term still requires military knowledge to understand, replace it.
- Verify the award names in parentheses are spelled correctly and match official Department of Defense nomenclature.
- Do not use these statements to claim specialized experience or qualifications for a series unless your background actually supports that claim. An award statement is context, not a substitute for demonstrated experience.
Sample output
Sample output. Generated by AI from sample inputs:
Applicant: Marcus Hale, Army logistics sergeant, 12 years. Target: GS-2030 Distribution Facilities Operations, Department of Veterans Affairs.
Army Commendation Medal (2019)
Citation text: "For meritorious service in support of supply operations at Camp Arifjan, Kuwait, from April 2018 to March 2019. Sergeant Hale managed accountability for over 4,200 line items valued at $6.2 million with zero loss, reorganized the receiving section workflow to eliminate a 14-day backlog, and trained seven junior specialists to Army standard."
Accomplishment statement: Managed accountability for more than 4,200 supply line items valued at $6.2 million with no losses during a 12-month overseas assignment. Redesigned the receiving section workflow to eliminate a two-week processing backlog, and trained seven warehouse specialists to meet Army inventory standards. (Army Commendation Medal)
Army Achievement Medal (2021)
Citation text: "For achievement in connection with motor pool operations. Sergeant Hale identified a recurring parts ordering error that had caused repeated vehicle deadlines and corrected the ordering process, returning four vehicles to available status within 72 hours."
Accomplishment statement: Identified a recurring procurement error in a vehicle maintenance operation and corrected the ordering process, returning four vehicles to ready status within 72 hours and preventing future repeated equipment downtime. (Army Achievement Medal)
CUSTOMIZATION This prompt works across all branches. Navy and Marine Corps service members should include the NAVPERS award justification; Air Force and Space Force members can use the AF Form 1206 narrative. For higher-level awards (Silver Star, Bronze Star with Valor), the citation language is usually more detailed and produces richer statements. For routine unit awards with no individual citation, note the unit's mission and your specific role within it and the AI will ask for what it needs.
Announcement Plain-Language Decoder
OPEN SAMPLE Translates a full USAJOBS announcement into plain language, pulling out what the job actually requires, who can apply, and what the key deadlines and steps are. Use it when you open an announcement and the government language makes it hard to tell whether you qualify or what to do next.
APPLICANT NAME ·BRANCH OF SERVICE ·APPLICANT BACKGROUND SUMMARY ·FULL ANNOUNCEMENT TEXT
## Context
You are helping [APPLICANT NAME], a [BRANCH OF SERVICE] veteran or transitioning service member, read and understand a USAJOBS job announcement. The applicant is trying to figure out what the job requires, whether they are eligible to apply, and what steps to take before the deadline. The full announcement text is pasted below.
Applicant background: [APPLICANT BACKGROUND SUMMARY]
Announcement text: [FULL ANNOUNCEMENT TEXT]
## Task
Read the full announcement and produce a plain-language summary with these sections:
1. What the job is: the role, the agency, the location, and the pay band or grade range, in two to three plain sentences.
2. Who can apply: list each hiring path the announcement is open to, in plain language. Note which paths veterans typically qualify under and which require specific documents.
3. What the minimum qualifications are: education, experience, and any specialized experience statement, in plain terms. Flag the specialized experience requirement specifically as it is the most common screen-out.
4. What documents you need to apply: list every document the announcement requires, with a note on where veterans typically get each one.
5. Key dates: application close date, any other deadlines mentioned.
6. What happens after you apply: the evaluation process the announcement describes.
7. Plain-language alert: any unusual requirement, restriction, or eligibility condition that is easy to miss.
## Standards
- Use only what the announcement text says. Do not add requirements or benefits not stated in the announcement.
- Translate jargon: write "competitive service" as "the standard federal hiring track," write "non-competitive appointment" as "a hiring path that lets you be hired without competing against other applicants," and so on. Define every term the first time it appears.
- Do not determine whether [APPLICANT NAME] qualifies. That is a screen, not a decode. The decode tells them what the standard is so they can check themselves.
- Do not promise selection, a referral certificate, or an interview. Federal hiring is competitive and no outcome can be guaranteed.
- If the announcement is missing required sections or is ambiguous on a key requirement, flag that gap. Tell the applicant to contact the HR point of contact listed in the announcement, not to assume.
- Do not invent experience, GS grades, dates, hours per week, clearance levels, or qualifications the applicant did not state. If a specific named input is missing or ambiguous, ask before drafting.
BEFORE YOU RUN IT
- Paste the full USAJOBS announcement text, including the qualifications, how to apply, required documents, and evaluation sections. Do not summarize it.
- Write a short honest summary of your background: branch, years of service, job series or military occupational specialty, education, and any civilian work experience.
- Save a copy of the announcement before the close date. USAJOBS removes announcements after they close.
- Privacy and OPSEC: remove your Social Security number and personal data before pasting any DD-214 or service record, and never paste classified or operationally sensitive details.
- Note the HR point of contact listed in the announcement. You may need to call or email them to resolve anything the announcement leaves unclear.
VERIFY BEFORE IT LEAVES YOUR HANDS
- Confirm the hiring paths listed in the decode match what the announcement actually says under 'This job is open to.' Do not assume veterans preference applies to every announcement.
- Locate the specialized experience statement in the raw announcement and compare it word for word to what the decode summarizes. That statement is the primary screen-out point.
- Check that every required document listed in the decode appears in the announcement's 'Required Documents' section. Missing one document is a common reason for automatic disqualification.
- Verify the close date and time zone. Federal announcements often close at 11:59 PM Eastern Time, which may be earlier than you expect if you are in another time zone.
- Confirm the grade range and pay table are correctly pulled. GS pay varies significantly by locality and the announcement will name the specific pay scale that applies.
- If the announcement lists a duty location that requires a specific clearance, confirm that requirement is in your notes before investing time in the application.
- Do not treat the decode as a legal determination of eligibility. If you have questions about whether you qualify under a specific hiring authority, contact the agency HR office listed in the announcement.
Sample output
Sample output. Generated by AI from sample inputs:
Announcement decoded: Logistics Management Specialist, GS-0346-09/11, Department of Veterans Affairs, Nashville, TN. Announcement number: VA-26-TN-12345.
What the job is:
This is a full-time permanent position managing supply chain and logistics operations at a VA medical center in Nashville. The grade range is GS-9 to GS-11, meaning the agency may hire at either level depending on qualifications. Pay in the Nashville locality ranges from approximately $55,000 to $85,000 depending on grade and step.
Who can apply:
The announcement is open to three groups. First, federal employees in the competitive service (people already in federal civilian jobs on a permanent basis). Second, veterans hiring path (veterans who served on active duty and were discharged under honorable conditions, which includes transitioning service members within 120 days of separation). Third, military spouses. If you are a transitioning service member or veteran, the veterans hiring path is almost certainly the one you qualify under. You will need a DD-214 (Certificate of Release or Discharge from Active Duty, Member 4 copy) to claim this path.
Minimum qualifications:
For the GS-9 level, you need either a master's degree, or one year of specialized experience equivalent to GS-7 level federal work. For GS-11, you need either a Ph.D., or one year of specialized experience equivalent to GS-9. The specialized experience statement reads: 'Experience coordinating the movement, storage, and accountability of supplies or equipment; analyzing logistics data to identify process gaps; and preparing written reports for management review.' This statement is the key screen. Your resume must demonstrate this experience in your own words.
Documents required:
- Resume (federal format, no page limit, must include hours per week for each position)
- DD-214 Member 4 copy (to claim veterans preference or veterans hiring path)
- SF-15 Application for 10-Point Veterans Preference, plus supporting documents, if you claim a disability rating or other 10-point preference
- Transcripts if you are using education to qualify
Key dates:
Application close: July 18, 2026 at 11:59 PM Eastern Time.
After you apply:
The announcement states that HR will review applications for minimum qualifications first. Applicants who meet minimum qualifications and are among the best qualified will be referred to the hiring manager. The announcement uses category rating, meaning you will be placed in a Best Qualified, Well Qualified, or Qualified category based on your responses to the assessment questionnaire. Veterans with preference points are placed ahead of non-preference eligibles within each category.
Plain-language alert:
The announcement states that self-certifying a clearance level you do not hold will result in disqualification. Also, the assessment questionnaire asks you to rate your own experience on a scale of 1 to 5. Your resume must support every rating you select. Rating yourself higher than your resume supports is a fast path to being rated ineligible.
CUSTOMIZATION This prompt works across all GS series and agencies. For merit promotion announcements (open only to current federal employees or veterans with non-competitive eligibility), the hiring path section will look different from an open competitive announcement. For Senior Executive Service positions, the qualifications structure changes significantly and this prompt will flag that. If you are applying under a specific hiring authority such as Schedule A for people with disabilities, add that context to the applicant background summary.
Specialized Experience Check
OPEN SAMPLE Checks whether your actual experience meets the specialized experience statement in a federal announcement and shows you how to frame it on your resume so an HR specialist can see the match. Use it before writing your resume, not after.
APPLICANT NAME ·BRANCH OF SERVICE ·SPECIALIZED EXPERIENCE STATEMENT ·WORK HISTORY ·TARGET GRADE
## Context
You are helping [APPLICANT NAME], a [BRANCH OF SERVICE] veteran or transitioning service member, analyze the specialized experience requirement in a specific USAJOBS announcement. Specialized experience is the single most common reason federal applications are rated ineligible. HR specialists read resumes literally. If your resume does not explicitly describe the experience using language that maps to the requirement, it does not count, even if you did the work.
Specialized experience statement from the announcement (paste it exactly): [SPECIALIZED EXPERIENCE STATEMENT]
Applicant's work history (each position: title, employer or unit, dates, hours per week, key duties as you would describe them today): [WORK HISTORY]
Grade level applying for: [TARGET GRADE]
## Task
For each element of the specialized experience statement:
1. Quote the element.
2. Identify the closest experience in the applicant's work history.
3. Rate the match: Strong (the resume, as written, clearly supports it), Partial (the experience exists but the resume does not make it explicit), or Gap (no clear experience to draw from).
4. Write a suggested resume bullet that accurately describes the applicant's real experience using language that mirrors the element. Do not invent duties. Only reframe what the applicant actually did.
Close with a readiness summary: overall assessment of whether the work history supports the specialized experience claim, and which elements most need resume attention.
## Standards
- Work only from the duties and dates the applicant provided. Do not invent experience, titles, units, projects, clearance levels, or outcomes not stated.
- Suggested resume bullets must be accurate. Reframing means using federal language for real experience, not describing work the applicant did not perform.
- Hours per week affect whether the experience counts toward time-in-grade requirements. Note if that information is missing for a key position.
- Military experience translates directly. Use civilian-readable language in the suggested bullets, but keep the substance of what the service member actually did.
- If a gap is identified, say so plainly. Do not soften a gap into a partial match to encourage the applicant to apply.
- Do not promise that a strong match guarantees referral. The specialized experience check is the first gate, not the whole evaluation.
- Do not invent experience, GS grades, dates, hours per week, clearance levels, or qualifications the applicant did not state. If a specific named input is missing or ambiguous, ask before drafting.
BEFORE YOU RUN IT
- Paste the specialized experience statement exactly as it appears in the announcement. Do not paraphrase it. Every word matters.
- List your work history with each position's title, organization or unit, start and end month and year, and average hours per week. Missing hours per week weakens the experience calculation.
- Describe your duties in your own words, including the scope (how many people, how much equipment or budget, how many locations). The AI can only reframe what you provide.
- Privacy and OPSEC: remove your Social Security number and personal data before pasting any DD-214 or service record, and never paste classified or operationally sensitive details.
- Paste the real USAJOBS announcement text for the specialized experience statement, not a summary or paraphrase you found elsewhere.
VERIFY BEFORE IT LEAVES YOUR HANDS
- Read every suggested resume bullet. Confirm it describes only what you actually did. Strike any duty, number, scope, or outcome the AI added that is not true.
- Check that dates and hours per week on your resume match your actual service record. Federal resume reviewers verify these against documents you submit.
- For any element rated Partial, ask yourself: can I honestly say I performed this function at that level? If the answer is no, do not use the suggested bullet.
- For any element rated Gap: do not apply to this position expecting the gap to go unnoticed. Gaps in specialized experience lead to an ineligible determination.
- Confirm that years of experience add up correctly. If the announcement requires one year at GS-9 equivalent, verify that your matching experience covers 12 months at full time, or the part-time equivalent.
- Self-rating assessment questionnaire items higher than your resume supports is one of the fastest ways to be disqualified after referral. Make sure the resume level and the questionnaire rating match.
- If any element of the specialized experience involves a clearance level or access you no longer hold, confirm how to describe it accurately without overstating current access.
Sample output
Sample output. Generated by AI from sample inputs:
Applicant: Marcus Hale. Series: GS-2210 IT Specialist (Customer Support). Grade: GS-9.
Specialized experience statement: 'One year of experience equivalent to GS-7 that includes: (1) providing IT customer support in response to help desk tickets or user requests; (2) installing, configuring, or troubleshooting hardware and software in a networked environment; (3) documenting technical problems and resolutions in a tracking system.'
Element 1: IT customer support via help desk or user requests.
Closest experience: Marcus served as the unit IT support NCO (non-commissioned officer) for a 300-person aviation battalion from 2018 to 2020, responding to user issues across classified and unclassified networks.
Match: Strong. The experience is directly on point.
Suggested bullet: 'Served as primary IT support contact for 300-person organization, responding to and resolving hardware and software issues on both classified and unclassified networks; average 15 to 20 support requests per week.'
Element 2: Installing, configuring, or troubleshooting hardware and software in a networked environment.
Closest experience: Marcus lists 'set up computers and printers for new arrivals' in the same assignment.
Match: Partial. The experience exists but the current description does not convey networked environment or configuration work.
Suggested bullet: 'Installed and configured desktop computers, laptops, and network printers for incoming personnel; resolved connectivity issues on a Windows-based domain environment serving a geographically dispersed organization.'
Element 3: Documenting technical problems and resolutions in a tracking system.
Closest experience: Marcus does not mention a tracking system in his provided history.
Match: Gap. If Marcus used any ticketing or logging system (Army Remedy, a unit log, or similar), that needs to be added. If not, this element is unaddressed.
Readiness summary: Two of three elements are supportable. Element 3 is a real gap. Before applying, Marcus should think carefully about whether he logged any issues in any format during his IT support role. If he did, that detail needs to be on the resume. If he genuinely did not, he should consider whether this gap weakens his application enough to look for a different announcement.
CUSTOMIZATION This prompt is most valuable for mid-grade positions (GS-7 through GS-12) where specialized experience statements are detailed and specific. For STEM series, the specialized experience often requires technical certifications or degree fields, which should be added to the work history input. For leadership or management series, scope metrics (number of subordinates, budget managed, units coordinated) make the match stronger. Run this prompt once per announcement, since specialized experience statements vary even for the same job series.
Time-in-Grade Explainer
OPEN SAMPLE Explains the time-in-grade requirement as it applies to your current grade and the grade you are targeting, so you know whether you are eligible before you apply. Reach for it when a merit promotion announcement lists a grade you want to target and you are not sure whether your current time in grade qualifies you.
APPLICANT NAME ·CURRENT GS GRADE OR PAY BAND ·CURRENT POSITION TITLE AND GRADE ·TIME IN CURRENT GRADE ·ANNOUNCEMENT NUMBER AND TARGET GRADE ·HIRING PATH
## Context
You are helping [APPLICANT NAME], a [CURRENT GS GRADE OR PAY BAND] federal employee (or a veteran applying under Schedule A or veterans preference), understand the time-in-grade requirement for a target position. Current position details: [CURRENT POSITION TITLE AND GRADE]. Time in current grade: [TIME IN CURRENT GRADE, e.g., 8 months, 14 months]. Target announcement: [ANNOUNCEMENT NUMBER AND TARGET GRADE]. Any relevant appointment type or hiring path: [HIRING PATH, e.g., competitive service, excepted service, Schedule A, 30 percent or more disabled veteran].
## Task
Explain whether [APPLICANT NAME] meets the time-in-grade requirement for the target grade based on the information provided. Cover: what the standard time-in-grade rule is for the target grade; whether [TIME IN CURRENT GRADE] satisfies that rule; any exceptions that may apply given [HIRING PATH]; and what to do if the rule is not yet met.
## Standards
- State the general OPM time-in-grade rule plainly: one year at the next lower grade is the standard for GS positions filled under merit promotion. Do not soften or overstate it.
- Flag that some positions, pay bands, or excepted service appointments have different rules, and tell the applicant to verify against the specific announcement and OPM guidance.
- If [HIRING PATH] suggests an exception may apply, name the exception and tell the applicant to confirm it with the hiring agency's HR office before applying.
- Do not claim the applicant meets or does not meet eligibility with certainty if the information provided is incomplete. Ask for what is missing.
- Do not invent GS grades, time in grade, appointment types, or dates not provided by the applicant.
- If a specific named input is missing or ambiguous, ask before drafting the explanation.
BEFORE YOU RUN IT
- Your current GS grade or pay band and the date you were promoted or placed into your current grade.
- The full announcement number and the grade or grade range being advertised.
- Your hiring path or appointment type: competitive service, excepted service, Schedule A, or a veterans preference hiring authority.
- The eligibility section of the actual USAJOBS announcement, pasted in full, so the AI can check for any announcement-specific exceptions.
- Remove your Social Security number and personal data before pasting any DD-214 or service record, and never paste classified or operationally sensitive details.
- After reviewing the AI output, confirm the result against the announcement and contact the hiring agency's HR office if you have any doubt.
VERIFY BEFORE IT LEAVES YOUR HANDS
- Confirm the AI used the grade you actually hold, not a grade it assumed or invented.
- Check that the time-in-grade rule stated matches OPM regulations for the target grade level, not a generalization.
- If the AI says an exception applies, verify that exception against the actual announcement text before relying on it.
- Do not self-certify eligibility on the application based solely on AI output. Verify with the agency HR office if uncertain.
- Confirm the AI did not invent or assume an appointment type, hiring path, or date you did not provide.
- If the AI flagged missing information, supply it and re-run rather than guessing.
Sample output
Sample output. Generated by AI from sample inputs:
Applicant: Marcus Hale. Current grade: GS-7, Supply Technician. Time in grade: 10 months. Target: GS-9 Logistics Management Specialist, Announcement VA-2026-0441.
Time-in-grade rule for GS-9 under merit promotion:
The standard rule requires one year (52 weeks) at the GS-7 level or higher before you can be promoted to GS-9 through a competitive merit promotion announcement. At 10 months, Marcus has not yet met the 52-week threshold.
What this means for this announcement:
If the closing date of VA-2026-0441 is more than two months away, Marcus may reach the 52-week mark before the announcement closes or before a selection is made. Some agencies count the time served through the date of appointment rather than the closing date. Check the announcement's eligibility section and contact the agency HR office to ask which date they use.
Possible exceptions to check:
- The announcement may state it is also open under an all-conditions-of-employment or delegated examining authority, which can waive time-in-grade for applicants not already in the competitive service. Look at the "Who May Apply" section.
- Veterans applying under the Veterans Employment Opportunity Act (VEOA) who are eligible for merit promotion consideration should review whether the agency accepts VEOA applications on this announcement.
Bottom line: At 10 months, Marcus does not yet meet the standard rule. Verify the counting date with the agency HR office and check whether a non-merit path on this announcement is open to him.
CUSTOMIZATION This prompt works for any GS grade-to-grade promotion. For pay-banded positions such as those in the Department of Defense laboratory demonstration projects, time-in-grade rules work differently. Adjust the hiring path variable to reflect the correct authority: Schedule A, VEOA, 30-percent-or-more disabled veteran, or non-competitive conversion from Pathways. Veterans applying for their first federal civilian job from outside the service will not have a current GS grade and should note that in the prompt.
Specialized Experience Statement
OPEN SAMPLE Writes a specialized experience statement matched to the language of a specific USAJOBS announcement. Use it when you need to show the human resources reviewer that your background meets the one-year specialized experience standard at the required grade level.
APPLICANT NAME ·POSITION TITLE ·SERIES AND GRADE ·AGENCY AND LOCATION ·ANNOUNCEMENT SPECIALIZED EXPERIENCE TEXT ·APPLICANT EXPERIENCE SUMMARY
## Context
You are helping [APPLICANT NAME], a transitioning service member or veteran, write a specialized experience statement for a federal civilian job application. The target position is [POSITION TITLE], [SERIES AND GRADE] (for example, GS-0343-12), at [AGENCY AND LOCATION]. The full text of the USAJOBS announcement's specialized experience requirement is: [ANNOUNCEMENT SPECIALIZED EXPERIENCE TEXT]. A plain summary of the applicant's relevant military and civilian work history: [APPLICANT EXPERIENCE SUMMARY].
## Task
Write a specialized experience statement that:
1. Opens with a direct claim tying the applicant's background to the announcement's language.
2. Walks through two to four specific examples from [APPLICANT EXPERIENCE SUMMARY] that map to the duties and requirements in [ANNOUNCEMENT SPECIALIZED EXPERIENCE TEXT].
3. Uses the announcement's own keywords where they honestly describe what the applicant did.
4. Closes with a sentence confirming the timeframe and grade-level equivalency of the experience.
Target length: 200 to 300 words. Write in first person.
## Standards
- Every claim must come from [APPLICANT EXPERIENCE SUMMARY]. Do not invent duties, grades, scopes, or timeframes the applicant did not provide.
- Use the announcement's language only where it accurately describes the applicant's actual experience. Do not stuff keywords for work the applicant has not done.
- Do not inflate the scope of leadership, personnel numbers, budget figures, or organizational level beyond what the applicant stated.
- Do not claim a GS grade equivalent, clearance level, or qualification the applicant did not provide.
- Do not state or imply that veterans preference guarantees selection. It adds points or eligibility; it does not guarantee a job.
- If [ANNOUNCEMENT SPECIALIZED EXPERIENCE TEXT] or [APPLICANT EXPERIENCE SUMMARY] is missing or too vague to draft from, ask for the specific information before writing anything.
BEFORE YOU RUN IT
- Copy the exact specialized experience text from the USAJOBS announcement, not a paraphrase. Exact wording is what the reviewer checks against.
- Write a plain summary of your relevant military and civilian duties. Include position titles, scope, timeframes, and any quantifiable outcomes you can honestly claim.
- Note the pay grade or rank you held while doing the relevant work, so the grade-level equivalency can be stated accurately.
- Remove your Social Security number and personal data before pasting any DD-214 or service record. Never paste classified or operationally sensitive details.
- Confirm the announcement is still open before investing time in the application.
- Save a copy of the announcement text. USAJOBS postings close and disappear.
VERIFY BEFORE IT LEAVES YOUR HANDS
- Read the statement against the announcement's specialized experience text line by line. Every requirement the statement claims to meet must be traceable to something in your actual work history.
- Check that no GS grade, clearance level, or qualification is claimed that you did not explicitly provide as an input.
- Confirm that scope figures (personnel managed, budget controlled, organizational level) match what you actually held, not an inflated version.
- Verify that the timeframe language supports the one-year-at-the-next-lower-grade standard required by OPM. Check this against the announcement, not against the AI's interpretation.
- Confirm that keywords from the announcement appear only where they describe work you genuinely did. If you could not explain the match in an interview, remove it.
- Read the statement for any promise of selection or guarantee of referral. Remove any such language.
Sample output
Sample output. Generated by AI from sample inputs:
Announcement requirement (GS-0343-11, Management and Program Analyst, Department of Veterans Affairs): Applicants must have one year of specialized experience equivalent to the GS-09 level that includes: analyzing program data to identify trends and recommend improvements; preparing written reports and briefings for senior leadership; coordinating with internal and external stakeholders to resolve operational issues.
Specialized experience statement:
I have more than three years of experience analyzing program data, producing leadership briefings, and coordinating across organizations to resolve operational problems, gained while serving as a logistics plans NCO (noncommissioned officer) and later as a battalion operations sergeant in the United States Army.
In my role as the plans NCO at the brigade level, I analyzed daily readiness and supply data across eight subordinate units, identified recurring maintenance and fill-rate trends, and prepared weekly briefings for the brigade commander and staff. I recommended corrective actions that reduced equipment deadline rates by 14 percent over one fiscal year, verified in the unit's monthly property accountability reports.
As a battalion operations sergeant, I coordinated directly with external organizations including higher headquarters, adjacent units, and contracted logistics providers to resolve scheduling conflicts, equipment shortfalls, and personnel actions that affected mission execution. I drafted operation orders, fragmentary orders, and after-action reports reviewed by officers at the lieutenant colonel and colonel level.
This experience was performed continuously from June 2021 through September 2024, a period of more than three years, at a level of responsibility I assess as equivalent to GS-09 based on the scope of coordination, the independence of analytical work, and the seniority of the leadership I supported. I am available to provide additional documentation on request.
CUSTOMIZATION Adjust the series focus for different job families. A GS-2210 (Information Technology) announcement will require mapping cybersecurity, network administration, or systems analysis duties instead of program management tasks. For health care series (such as GS-0610 or GS-0647), translate clinical or medical logistics duties using the announcement's exact clinical terminology. Veterans applying through Schedule A or other hiring authorities should note those authorities in the application cover sheet, not in the specialized experience statement itself.
KSA Narrative
OPEN SAMPLE Drafts a knowledge, skills, and abilities narrative for a specific KSA listed in a federal job announcement. Use it when the vacancy announcement asks you to address one or more KSAs in a written narrative rather than through a questionnaire.
APPLICANT NAME ·POSITION TITLE ·SERIES AND GRADE ·AGENCY ·KSA TEXT ·RELEVANT EXPERIENCE ·EXAMPLES AND OUTCOMES
## Context
You are helping [APPLICANT NAME], a transitioning service member or veteran, write a KSA (knowledge, skills, and abilities) narrative for a federal job application. The position is [POSITION TITLE], [SERIES AND GRADE], at [AGENCY]. The KSA to address: [KSA TEXT, copied exactly from the announcement]. The applicant's relevant experience for this KSA: [RELEVANT EXPERIENCE]. Any specific examples, outcomes, or context the applicant wants to include: [EXAMPLES AND OUTCOMES].
## Task
Write a KSA narrative that:
1. Opens with a clear statement of the knowledge, skill, or ability and how the applicant developed it.
2. Provides two to three concrete examples from [RELEVANT EXPERIENCE] and [EXAMPLES AND OUTCOMES] showing the KSA in practice.
3. For each example, names the context, what the applicant did, and what resulted.
4. Closes with a sentence connecting the experience to the federal role.
Target length: 300 to 500 words. Write in first person.
## Standards
- Every example must come from [RELEVANT EXPERIENCE] and [EXAMPLES AND OUTCOMES]. Do not invent duties, outcomes, ranks, positions, or timeframes.
- Do not claim expertise or proficiency levels the applicant did not state. "Expert" and "extensive" are claims the reviewer will test.
- Do not inflate numbers: personnel counts, budget figures, and organizational scope must match the applicant's actual experience.
- Do not claim a GS grade equivalent, clearance level, or qualification the applicant did not provide as an input.
- If the KSA requires a specific credential or certification the applicant does not hold, say so honestly rather than working around it.
- If [KSA TEXT] or [RELEVANT EXPERIENCE] is missing or too vague, ask for the specific information before drafting.
BEFORE YOU RUN IT
- Copy the KSA text exactly as it appears in the announcement. Do not paraphrase.
- Write out the specific experience, duties, and examples you want to use. Vague input produces vague narratives that do not score well.
- Note any measurable outcomes: timelines met, error rates reduced, personnel trained, equipment accounted for. Reviewers weight specifics.
- Remove your Social Security number and personal data before pasting any DD-214 or service record. Never paste classified or operationally sensitive details.
- Paste the real USAJOBS announcement text so the narrative mirrors the agency's own language where it accurately applies.
VERIFY BEFORE IT LEAVES YOUR HANDS
- Read each example against your actual work history. Every claim must be something you did, not what should have happened or what the unit did as a whole.
- Check that no proficiency level (expert, extensive, advanced) is claimed that you did not explicitly state in your input.
- Confirm that personnel counts, budget figures, and scope are accurate and verifiable. Reviewers sometimes call references.
- Verify that the narrative addresses the actual KSA text, not a related but different competency.
- Check that no clearance level, GS grade, or credential is stated that the applicant did not provide.
- Confirm the narrative does not promise or imply guaranteed selection based on the quality of the KSA response.
Sample output
Sample output. Generated by AI from sample inputs:
KSA: Ability to analyze data from multiple sources, identify trends, and present findings to senior leadership in written and oral formats.
KSA narrative:
I developed this ability over four years of increasingly complex analytical and reporting work as a logistics plans NCO and operations sergeant in the U.S. Army, where accurate analysis of multi-source data directly affected mission readiness.
As the logistics plans NCO at the brigade level, I was responsible for consolidating equipment readiness, personnel fill, and supply status data from eight subordinate battalions into a single weekly readiness brief for the brigade commander and the S-4 (logistics officer) staff. The data came from three separate Army systems, each updated on different cycles, and reconciling them required cross-checking discrepancies before any figures reached leadership. Over an 18-month period, I built a standardized tracking template that cut brief preparation time from six hours to under two, while reducing the error rate on reported deadline figures to near zero based on the brigade S-4's feedback after each cycle.
In a second example, I was tasked with identifying the root cause of a recurring shortfall in ammunition accountability across the battalion during a pre-deployment readiness review. I pulled data from the property book system, cross-referenced it against turn-in receipts and issue documents, and produced a written findings memo that identified a single point of failure in the hand-receipt process at the company level. The battalion executive officer accepted the memo's recommendation and directed a unit-wide retraining event. Follow-on inspections showed the discrepancy rate dropped from 11 percent to less than 2 percent.
In both examples, I produced final written products that senior leaders used for decisions, and I briefed the findings in person at the staff level. I am confident these skills translate directly to the analytical and reporting requirements of this position.
CUSTOMIZATION This prompt works for any KSA listed in a vacancy announcement. For technical KSAs in IT, engineering, or health care series, the examples need to be more technical: name the systems, protocols, or clinical procedures involved. For supervisory or leadership KSAs, draw examples from positions where you led or trained others rather than from individual-contributor work. If the announcement lists KSA weights or says some KSAs are more critical, address those first and with more depth.
Narrative Essay Response
OPEN SAMPLE Drafts a narrative essay response for job announcements that require a written statement addressing specific knowledge, skills, abilities, or competencies (often called KSA essays or narrative statements). Use it when the USAJOBS announcement or application instructions ask you to submit a separate written response, not just a resume.
POSITION TITLE ·SERIES ·GRADE ·AGENCY ·ESSAY PROMPT OR COMPETENCY ·APPLICANT BACKGROUND ·SPECIFIC EXAMPLES ·WORD OR PAGE LIMIT
## Context
You are a federal job application writing assistant helping a transitioning service member or veteran draft a narrative essay response. The applicant is applying for [POSITION TITLE] (Series [SERIES], Grade [GRADE]) at [AGENCY]. The announcement requires a written narrative response to this prompt or competency: [ESSAY PROMPT OR COMPETENCY]. The applicant's relevant background is: [APPLICANT BACKGROUND]. Additional specific examples they want to use: [SPECIFIC EXAMPLES].
## Task
Draft a narrative essay response that directly addresses [ESSAY PROMPT OR COMPETENCY]. The response should open by naming the competency being addressed, provide concrete examples drawn from [SPECIFIC EXAMPLES] and [APPLICANT BACKGROUND], and close with a sentence connecting the experience to the demands of [POSITION TITLE]. Stay within [WORD OR PAGE LIMIT] if one is specified.
## Standards
- Write in first person. Active voice throughout.
- Every claim must come from [APPLICANT BACKGROUND] or [SPECIFIC EXAMPLES]. Do not invent duties, outcomes, team sizes, dollar amounts, clearance levels, GS grades, or qualifications the applicant did not describe.
- Open with the situation or challenge, not with "I am a hard worker."
- Include at least one specific, concrete outcome with a number, a scope, or a named result where the examples support it. If the examples do not include numbers, do not add them.
- Do not use military acronyms without spelling them out first. Translate job titles and unit names into plain language that a civilian hiring manager can understand.
- Do not exaggerate scope, authority, or impact beyond what the examples describe.
- End every draft with a bracketed note listing any detail you assumed or that needs the applicant to verify.
- If a word or page limit is given in [WORD OR PAGE LIMIT], stay under it and state the word count at the end.
- If [ESSAY PROMPT OR COMPETENCY], [APPLICANT BACKGROUND], or [SPECIFIC EXAMPLES] is missing or too vague to draft from, stop and ask for the specific detail before writing.
BEFORE YOU RUN IT
- The full announcement text, especially the essay prompt or KSA statement exactly as written
- Your actual examples: situations you were in, what you did, and what happened as a result
- Any word or page limit stated in the announcement or application instructions
- The position title, series number, and grade from the announcement header
- Privacy and OPSEC: remove your Social Security number and personal data before pasting any DD-214 or service record, and never paste classified or operationally sensitive details
VERIFY BEFORE IT LEAVES YOUR HANDS
- Every claim in the essay is traceable to an example you actually provided, with no invented scope, team size, dollar figure, or outcome
- No military acronym appears unexplained; every one is spelled out on first use
- The essay directly addresses the competency as the announcement phrases it, not a paraphrase of it
- Word or page count is at or under the announced limit, verified by your own count, not the AI's
- No clearance level, GS grade held, or specialized experience is claimed that you did not describe in your inputs
- You can defend every sentence in an interview without notes
Sample output
Sample output. Generated by AI from sample inputs:
Narrative response to competency: Planning and Evaluating
Position: GS-0343-11 Management and Program Analyst, Department of Veterans Affairs
Word count: 347
When I took over supply operations for a 600-person battalion preparing to deploy, the unit's property accountability rate sat at 64 percent. That gap was not just an audit risk. It meant soldiers might deploy without the equipment they needed.
I built a 90-day accountability plan with three phases. First, I ran a wall-to-wall inventory with each company commander to establish a verified baseline. We documented every shortfall by line item and unit before touching a requisition. Second, I prioritized by mission-critical equipment, coordinating with the brigade S4 (the brigade supply officer) to push requests through the supply system in the order the deployment timeline required. Third, I set weekly checkpoints and briefed the battalion commander on progress each Friday, adjusting the plan when a category fell behind.
By the time the unit deployed, property accountability reached 94 percent. More importantly, zero mission-critical shortfalls remained open.
At the Department of Veterans Affairs, I would apply the same structured approach to managing program evaluations: define the baseline before setting targets, sequence actions by priority, and maintain visible accountability checkpoints so decision-makers can course-correct before a small gap becomes a large one.
[Applicant note: verify the 600-person figure against your unit's actual strength. Confirm the 64 percent and 94 percent figures from your property book records before submitting. "Brigade S4" is explained, but review the full essay to confirm all terms read clearly to a civilian reviewer.]
CUSTOMIZATION If the announcement asks for multiple KSA essays, run this prompt once per competency rather than combining them. For positions above GS-12, hiring managers often expect broader scope and cross-organizational examples. If you served in a technical specialty, translate job function first and then layer in specific numbers. The same prompt works for any federal hiring path including delegated examining, merit promotion, Schedule A, and Veterans Recruitment Appointment.
Veterans Preference Eligibility Explainer
OPEN SAMPLE Takes your service facts and tells you which veterans preference category you likely qualify for on a federal job application. Use it before you start a USAJOBS application so you understand your status and can claim it correctly.
YOUR NAME ·BRANCH OF SERVICE ·ACTIVE DUTY START AND END DATES ·CHARACTER OF DISCHARGE ·VA DISABILITY RATING ·YES OR NO ·CAMPAIGN BADGES OR EXPEDITIONARY MEDALS ·YES OR NO
## Context
You are helping [YOUR NAME], a veteran, determine their veterans preference eligibility for federal civilian employment under Title 5 of the United States Code. Their service facts are: branch of service: [BRANCH OF SERVICE]; dates of active duty service: [ACTIVE DUTY START AND END DATES]; character of discharge: [CHARACTER OF DISCHARGE, e.g., Honorable, General Under Honorable Conditions, Other Than Honorable]; any service-connected disability rating from the Department of Veterans Affairs: [VA DISABILITY RATING, or "none"]; whether the disability is 30 percent or more: [YES OR NO]; any campaign badges or expeditionary medals earned: [CAMPAIGN BADGES OR EXPEDITIONARY MEDALS, or "none"]; whether discharged due to a service-connected disability: [YES OR NO].
## Task
Using only the service facts in [YOUR NAME]'s input, explain:
1. Which veterans preference category applies: no preference, 5-point preference (TP), 10-point compensable preference (CP), 10-point compensable preference at 30 percent or more (CPS), 10-point disability preference (XP), or 10-point derived preference (XP for family members). Name the category and explain why it applies to these specific facts.
2. What that preference means in practice for competitive-service hiring: how it affects the applicant's score or category placement, and any priority consideration that comes with it.
3. Any eligibility question that cannot be resolved from the information provided, with a plain explanation of what additional information is needed.
4. One plain-language caution: what veterans preference does and does not guarantee.
## Standards
- Base every determination on [YOUR NAME]'s actual service facts. Do not assume a favorable discharge, a disability rating, or any fact not stated.
- Do not invent dates, ratings, badge names, or discharge characterizations not provided in the input.
- Do not state that veterans preference guarantees selection, a specific grade, or a job offer. It adds points or category placement; it does not guarantee anything.
- If the character of discharge is Other Than Honorable, Dishonorable, or Bad Conduct, note that preference is generally not available and direct the user to verify with the Office of Personnel Management (OPM) guidance, as some exceptions apply.
- This is informational, not legal advice. For formal adjudication or disputes, direct the user to OPM or a Veterans Service Organization (VSO).
- Do not claim a specific GS grade, pay band, or salary the applicant qualifies for. That depends on the announcement, not on preference.
- If [ACTIVE DUTY START AND END DATES] or [CHARACTER OF DISCHARGE] is missing or ambiguous, ask before proceeding.
BEFORE YOU RUN IT
- Pull out your DD-214 (Certificate of Release or Discharge from Active Duty) before starting. The exact dates, character of discharge, and any medals are on it. Remove your Social Security number and personal data before pasting any DD-214 or service record, and never paste classified or operationally sensitive details.
- Have your VA rating letter or eBenefits summary ready if you have a service-connected disability rating.
- Record the exact character of discharge listed on your DD-214, Box 24. Wording matters for eligibility.
- Note whether your disability rating is 30 percent or more. That threshold changes the preference category.
- If you were discharged early due to a service-connected disability, note that separately. It affects eligibility even without a formal VA rating.
VERIFY BEFORE IT LEAVES YOUR HANDS
- Confirm the preference category named matches your actual discharge character. A General Under Honorable Conditions discharge qualifies for preference; an Other Than Honorable generally does not.
- Check that the AI used your exact VA disability rating, not a rounded or assumed figure. A rating of 29 percent is not the same as 30 percent.
- Verify the output does not claim preference guarantees selection or a specific job. If it does, that statement is wrong.
- If campaign badges or expeditionary medals were listed, confirm the output names them correctly and connects them to the right preference category.
- Confirm dates cited in the output match your DD-214, not invented dates.
- If you have any doubt about the category, cross-check against OPM's Veterans Preference Advisor tool at opm.gov before claiming preference on an application.
Sample output
Sample output. Generated by AI from sample inputs:
Service facts provided:
- Name: Marcus Hale
- Branch: Army
- Active duty: September 2008 to November 2016
- Character of discharge: Honorable
- VA disability rating: 40 percent service-connected
- 30 percent or more: Yes
- Campaign badges: Iraq Campaign Medal
- Discharged due to service-connected disability: No
Preference category: 10-point Compensable Preference at 30 Percent or More (CPS)
Why this applies: Marcus served on active duty and received an honorable discharge, which meets the basic service requirement. He has a service-connected VA disability rating of 40 percent, which is 30 percent or more. That places him in the CPS category, the highest preference tier for disabled veterans. The Iraq Campaign Medal does not change the category here because the disability rating already determines it, but it confirms active service during a qualifying campaign.
What CPS means in practice: In competitive-service hiring, Marcus gets 10 points added to a passing examination score. More importantly, CPS veterans are placed at the top of the certificate ahead of other preference eligibles and non-preference eligibles when agencies use a numerical ranking method. Under category rating, CPS veterans are listed ahead of other candidates in the highest quality category. Some agencies also have a mandatory referral requirement for CPS veterans.
Open questions: None. The service facts provided are sufficient to identify the category.
Plain-language caution: Veterans preference adds points or improves your placement on a hiring certificate. It does not guarantee an interview, a job offer, or selection. Agencies may still select any candidate from the certificate, and some positions are exempt from veterans preference rules entirely (Senior Executive Service, positions filled by excepted-service authorities, and others). Verify the preference rules that apply to each announcement before you apply.
CUSTOMIZATION This prompt covers the most common active-duty service scenarios. If you served in the reserves or National Guard, the rules differ: preference generally requires activation under a federal order (Title 10), not state activation (Title 32). Run the prompt with your activation orders on hand if your service was reserve or Guard. For surviving spouses or parents claiming derived preference, the XP category applies but requires different documentation. The prompt will flag that if the input indicates it.
Schedule A Hiring Explainer
OPEN SAMPLE Explains the Schedule A disability hiring authority and how it may apply to your situation as a veteran with a service-connected or other qualifying disability. Use it when you want to understand this non-competitive hiring path before deciding whether to pursue it.
APPLICANT NAME ·DISABILITY SITUATION ·TARGET WORK OR AGENCY
## Context
You are helping [APPLICANT NAME], a veteran or transitioning service member, understand Schedule A, a federal hiring authority that lets agencies hire people with disabilities outside the competitive examination process. The applicant's situation: [DISABILITY SITUATION, e.g., service-connected disability rating from the VA, or other qualifying disability]. Their target type of federal work: [TARGET WORK OR AGENCY, e.g., administrative roles at the Department of Veterans Affairs, IT positions in any agency]. They want to know whether Schedule A applies to them and how to use it.
## Task
Explain Schedule A in plain language, covering: what it is and what it is not; who qualifies and what proof is required; how to document eligibility with a Schedule A letter; how to apply using this authority alongside or instead of competitive postings; what agencies can and cannot do under this authority; and what steps [APPLICANT NAME] should take next given [DISABILITY SITUATION] and [TARGET WORK OR AGENCY].
## Standards
- Explain Schedule A as an eligibility authority, not a guarantee of hire. Agencies still evaluate applicants on qualifications; Schedule A removes the competitive exam requirement, it does not bypass hiring managers.
- Do not state or imply a specific disability rating, grade, or salary level for [APPLICANT NAME] unless that information is in the inputs. Do not invent any medical details.
- The Schedule A letter must come from a licensed medical professional, a licensed vocational rehabilitation specialist, or any federal, state, or District of Columbia agency that issues disability benefit letters. Tell the applicant to verify current OPM documentation requirements because guidance can change.
- Note that Schedule A is separate from veterans preference; a veteran may qualify for both and should claim both where eligible.
- Remind the applicant that direct outreach to Selective Placement Program Coordinators (SPPCs) at target agencies is a legitimate and recommended step.
- Plain language, no jargon. Cross-branch audience: this applies equally to Army, Navy, Marine Corps, Air Force, Space Force, and Coast Guard veterans.
- Tell the applicant to verify all requirements against the current OPM Schedule A guidance at opm.gov before acting.
- Do not give medical or legal advice. If the applicant is unsure whether their condition qualifies, refer them to a VA vocational rehabilitation counselor or the agency SPPC.
- If [DISABILITY SITUATION] or [TARGET WORK OR AGENCY] is missing or unclear, ask before providing specific next steps.
BEFORE YOU RUN IT
- Describe your disability situation in general terms. You do not need to share a diagnosis; a general description such as 'service-connected disability rated by the VA' is enough to get useful information.
- Name the type of federal work or specific agencies you are targeting so the explanation covers relevant contacts and steps.
- Remove your Social Security number and personal data before pasting any DD-214 or service record, and never paste classified or operationally sensitive details.
- Have your VA disability rating letter or other documentation nearby for reference; you will need it to obtain a Schedule A letter from a qualifying source.
- Write down any specific questions about Schedule A you want answered so you can paste them into the prompt.
VERIFY BEFORE IT LEAVES YOUR HANDS
- Confirm the output does not promise a job offer or a specific GS grade. Schedule A is an eligibility authority, not a selection guarantee.
- Check that no disability rating percentage or medical diagnosis was invented by the AI. Every detail must come from what you provided.
- Verify that the Schedule A letter source described matches current OPM guidance. Acceptable sources include licensed medical professionals, licensed vocational rehabilitation specialists, and qualifying government agencies; check opm.gov to confirm.
- Confirm the output distinguishes Schedule A from veterans preference. They are separate authorities and can stack.
- Check that the next steps listed are realistic for your actual situation, not generic steps that assume a specific agency or job series.
- If the output references a specific SPPC or contact, verify that person and agency before reaching out; staff changes.
Sample output
Sample output. Generated by AI from sample inputs:
Applicant: Marcus Hale, Army logistics NCO, 40% service-connected disability rating, targeting GS supply chain or logistics roles at the Department of Defense.
What Schedule A is. Schedule A (5 CFR 213.3102(u)) is a hiring authority that lets federal agencies bring on people with severe physical disabilities, psychiatric disabilities, or intellectual disabilities without going through the competitive examination process. It is an alternative door into federal employment, not a shortcut around qualifications. You still have to meet the education, experience, and other requirements for the job. What Schedule A removes is the requirement to compete in the traditional rank-and-file announcement pool.
Who qualifies. To use Schedule A, you need a disability that meets the federal definition and a letter from an acceptable source confirming that. The letter does not need to name your diagnosis. It needs to say you have a disability as defined under Schedule A and are capable of performing the duties of the job you are applying for. Acceptable sources include a licensed medical professional, a licensed vocational rehabilitation specialist, or a federal, state, or DC agency that issues disability benefit letters. Your VA disability rating letter, on its own, may or may not be sufficient depending on how it is worded. Ask your VA vocational rehabilitation counselor or a Selective Placement Program Coordinator (SPPC) to review it.
Schedule A and veterans preference. These are separate authorities. You may qualify for veterans preference (5-point or 10-point depending on your rating and discharge) and for Schedule A at the same time. Claim both where eligible. They do not cancel each other out.
How to apply. You can submit your application directly to agencies using the Schedule A authority by contacting the agency's SPPC. You can find the SPPC list on the OPM website or by calling the agency's HR office. You can also apply to competitive postings on USAJOBS and note your Schedule A eligibility in the veterans preference or special hiring authority section of the application. Some agencies actively recruit through Schedule A; the Department of Defense and the Department of Veterans Affairs both have established disability hiring programs.
Next steps for Marcus. First, get your Schedule A letter. Contact your VA vocational rehabilitation counselor or your treating physician. Second, identify DoD logistics series postings (GS-2001 through GS-2003 are common supply chain series) on USAJOBS. Third, email the SPPC at the agencies you are targeting. Introduce yourself, attach your resume and your Schedule A letter, and ask about current or upcoming vacancies. SPPCs can route your materials directly to hiring managers.
Verify current requirements. OPM guidance on Schedule A is at opm.gov. Requirements can change, and the annotation in an announcement may vary by agency. Confirm before you submit.
CUSTOMIZATION Adapt the target agency and job series to your field. Schedule A works across all GS series and most pay plans. If you are targeting GS-2210 IT roles, GS-0343 management analyst positions, or healthcare roles at the VA, adjust the prompt variables accordingly. Veterans from any branch qualify equally; Schedule A is a federal-level authority with no branch preference.
Assessment Questionnaire Self-Rating Guide
OPEN SAMPLE Walks you through rating each item on a USAJOBS assessment questionnaire so your answers match what your resume actually shows. Use it before you submit to avoid being rated ineligible for overclaiming experience your resume does not support.
APPLICANT NAME ·ANNOUNCEMENT NUMBER ·POSITION TITLE ·AGENCY NAME ·GS GRADE ·QUESTIONNAIRE ITEMS ·RESUME OR EXPERIENCE SUMMARY
## Context
You are helping [APPLICANT NAME], a separating or separated service member, answer the self-assessment questionnaire for a federal job announcement. The announcement number is [ANNOUNCEMENT NUMBER] and the position is [POSITION TITLE] at [AGENCY NAME], [GS GRADE]. The full text of the assessment questionnaire items is: [QUESTIONNAIRE ITEMS]. The applicant's resume or experience summary relevant to this position is: [RESUME OR EXPERIENCE SUMMARY].
## Task
For each questionnaire item in [QUESTIONNAIRE ITEMS], do three things:
1. Restate the item in plain terms.
2. Identify which parts of [RESUME OR EXPERIENCE SUMMARY] support each rating level described in the item.
3. Recommend the rating the applicant can honestly select, with a plain explanation of why. If the resume does not support a high rating, say so clearly and explain what it does support.
Then produce a summary: list any items where the recommended rating may be lower than the applicant expected, and note what resume evidence, if any, could strengthen that item before submission.
## Standards
- Never recommend a rating level that [RESUME OR EXPERIENCE SUMMARY] does not support. Overclaiming on the assessment questionnaire is a fast path to being rated ineligible or removed after selection.
- Do not invent duties, accomplishments, scope, or leadership experience not stated in [RESUME OR EXPERIENCE SUMMARY].
- Do not assign a GS grade, clearance level, or specialized experience determination. Those are made by the human resources specialist, not by this prompt.
- Each rating recommendation must be traceable to a specific line or entry in [RESUME OR EXPERIENCE SUMMARY]. If there is no supporting entry, the recommendation is the lowest level that is honestly defensible.
- The applicant must be able to defend every rating in an interview or audit. If in doubt, rate lower and explain.
- If [QUESTIONNAIRE ITEMS] or [RESUME OR EXPERIENCE SUMMARY] is missing or unclear, ask before making any recommendations.
BEFORE YOU RUN IT
- Paste the full text of the assessment questionnaire items from USAJOBS, not a summary.
- Paste your federal resume or a detailed experience summary covering the relevant duties and accomplishments. Vague input produces vague guidance.
- Have the job announcement open so you can cross-reference the specialized experience requirements while reviewing recommendations.
- Privacy and OPSEC: remove your Social Security number and any personal data before pasting any service record or resume. Do not paste classified or operationally sensitive details.
- Complete the questionnaire yourself before submitting. This prompt helps you think through the ratings; it does not submit anything on your behalf.
VERIFY BEFORE IT LEAVES YOUR HANDS
- Read every recommended rating against your actual resume. If the AI recommended a level you cannot back up with a specific entry in your resume, lower the rating.
- Check that no rating assumes GS-level equivalency the announcement has not already confirmed you meet. The specialized experience requirement must be satisfied separately.
- Confirm that any leadership scope claimed in the ratings, such as number of personnel supervised, matches the actual number in your resume.
- Review the summary section. If it flags items where your rating may be lower than expected, consider whether your resume can be revised to add real evidence before you submit.
- Do not select the highest rating for every item. A perfect score that your resume does not support is a common reason applicants are found ineligible after referral.
- Verify the ratings are consistent with your resume bullets. If your resume says you performed a task occasionally and the rating says you performed it independently as a regular duty, fix the mismatch.
Sample output
Sample output. Generated by AI from sample inputs:
Applicant: Marcus Hale | Position: GS-0343-11 Management and Program Analyst | Agency: Department of Veterans Affairs
Item 1: I have experience analyzing program data to identify trends and recommend improvements.
A) I have not performed this activity.
B) I have performed this activity with guidance from others.
C) I have performed this activity independently.
D) I have performed this activity and trained or guided others.
Resume support: Marcus's resume includes: "Analyzed monthly logistics readiness reports for a battalion of 800 personnel; identified recurring maintenance backlogs and briefed findings to the operations officer with recommended corrective actions."
Recommended rating: C. The resume shows Marcus analyzed data independently and briefed recommendations. It does not mention training others in this task, so D is not supported. Select C.
Item 2: I have experience developing written reports, briefs, or analysis products for senior leadership.
A) I have not performed this activity.
B) I have drafted written products that were reviewed and revised by others before delivery.
C) I have prepared written products delivered to senior leadership with minimal revision.
D) I have independently developed written analysis products used by senior leadership to make decisions.
Resume support: Resume states "prepared weekly readiness briefs delivered to battalion commander." Does not specify degree of revision by others.
Recommended rating: B or C. If the briefs went to the commander with little or no editing from your supervisor, select C. If they were routinely edited before delivery, select B. You must know which is accurate. The AI cannot determine this from the resume as written.
Summary of items to review: Item 2 requires your judgment on revision level. Item 4 recommended a B where you may have expected higher: your resume describes budget tracking but does not show independent budget development. Consider adding a resume entry that describes the scope of funds you tracked and any analysis you produced.
CUSTOMIZATION This prompt works for any GS series and any assessment questionnaire format, including the category rating questionnaires common on USAJOBS. For positions with knowledge, skills, and abilities (KSA) essays as part of the questionnaire, run each essay through the resume-bullet or narrative prompts in this library to build supporting evidence. Veterans applying under the Veterans Employment Opportunities Act (VEOA) or Schedule A still complete the same questionnaire and face the same ineligibility risk from overclaiming.
Questionnaire-to-Resume Evidence Match
OPEN SAMPLE Checks every self-rated item on a USAJOBS assessment questionnaire against your resume to confirm the rating is backed by something you can point to. Use it before you submit so you are not rated ineligible for claiming experience you cannot document.
APPLICANT NAME ·JOB TITLE ·AGENCY ·QUESTIONNAIRE ITEMS AND RATINGS ·RESUME TEXT
## Context
You are helping [APPLICANT NAME], a transitioning service member or veteran, prepare a federal job application for [JOB TITLE] at [AGENCY]. They have completed the USAJOBS assessment questionnaire and rated themselves on a set of competencies. The risk is real: hiring agencies compare self-ratings to the resume. If the resume does not support a rating of 4 or 5, the applicant may be rated ineligible or referred without veterans preference credit they should have received. The goal is to flag every gap before the application goes in.
Assessment questionnaire items and self-ratings (paste each question and the rating given): [QUESTIONNAIRE ITEMS AND RATINGS]
Current resume text: [RESUME TEXT]
## Task
For each questionnaire item rated 4 (Expert) or 5 (this person is an authority), locate the supporting evidence in [RESUME TEXT]. Produce a table with four columns: Questionnaire Item | Self-Rating | Supporting Evidence Found in Resume | Gap or Risk.
In the Gap or Risk column:
- Write SUPPORTED if the resume clearly backs the rating.
- Write WEAK if the resume mentions the topic but not in enough detail to defend the rating.
- Write NOT FOUND if the resume contains no evidence for this competency.
- Write OVERSTATED if the rating appears higher than what the resume evidence supports, and say what rating the evidence would support instead.
After the table, list the items rated WEAK, NOT FOUND, or OVERSTATED with a plain suggestion: add a bullet to the resume that describes the real experience, lower the rating to match what you have, or skip the item if you genuinely lack the experience.
## Standards
- Work only from [RESUME TEXT] and [QUESTIONNAIRE ITEMS AND RATINGS]. Do not add accomplishments or assume skills the resume does not state.
- Do not suggest lowering a rating below what the evidence supports. If the resume is strong on a competency, say so.
- Do not advise the applicant to claim experience they do not have. Self-ratings must be defensible. Inflated ratings that get past screening can be grounds for removal after selection.
- Do not invent experience, GS grades, clearance levels, dates, or qualifications [APPLICANT NAME] has not provided.
- The suggestion for WEAK items must be specific: what bullet to add, not a generic instruction to strengthen the resume.
- Ask before proceeding if [RESUME TEXT] or [QUESTIONNAIRE ITEMS AND RATINGS] is missing or if ratings are not clearly matched to questions.
BEFORE YOU RUN IT
- Paste the full assessment questionnaire text from USAJOBS, including every item and your self-rating for each.
- Paste your current federal resume text in full. The match check is only as good as what you paste.
- Privacy and OPSEC: remove your Social Security number and personal data before pasting any resume or service record, and never paste classified or operationally sensitive details.
- Have the actual job announcement open alongside the questionnaire so you can cross-reference the specialized experience requirements.
- Note any experience you have that is not yet on the resume, so you can decide whether to add it before submitting.
VERIFY BEFORE IT LEAVES YOUR HANDS
- Read every SUPPORTED item and confirm the resume bullet actually describes that competency at the level you rated. Agreement from the AI is not a defense if the agency disagrees.
- Resolve every WEAK and NOT FOUND item before submitting. Either add the bullet with accurate detail or lower the rating to match what you have.
- Check every OVERSTATED flag. Claiming a higher level than your resume supports is the fastest path to an ineligible rating.
- Confirm you have not added resume bullets that describe experience you do not actually have. Every line must be something you can defend in an interview or background check.
- Do not inflate scope numbers (people supervised, budget managed, geographic reach) beyond what is true.
- Re-read the questionnaire instructions. Some announcements define the rating scale in the announcement itself. Use the announcement definition, not a generic one.
- Verify that the questionnaire items you rated highest align with the specialized experience in the job announcement. Those are the items the agency weights most.
Sample output
Sample output. Generated by AI from sample inputs:
Applicant: Marcus Hale, Army logistics NCO applying for GS-0346 Logistics Management Specialist, Department of Defense.
| Questionnaire Item | Self-Rating | Supporting Evidence Found in Resume | Gap or Risk |
|---|---|---|---|
| Plans and coordinates logistics support for large-scale operations | 4 (Expert) | Resume: "Coordinated convoy operations supporting 1,200-soldier task force, managing fuel, water, and ammunition resupply across 6 forward operating bases" | SUPPORTED |
| Develops and implements supply chain management policies | 4 (Expert) | Resume: "Managed property accountability for 340 line items valued at $2.1M" | WEAK: property accountability is not the same as policy development. Evidence supports a 3, not a 4. Consider adding a bullet about any standing operating procedures you wrote or revised. |
| Uses automated logistics systems to track and report inventory | 5 (Authority) | Resume: no mention of any logistics management system by name | NOT FOUND: add a bullet naming the specific system (GCSS-Army, LIW, SARSS, or other) and describe what you did in it. If you cannot, lower the rating. |
| Advises senior leadership on logistics resource requirements | 3 (Competent) | Resume: "Briefed battalion S4 weekly on maintenance status and parts shortfall" | SUPPORTED at level 3 |
Action items before submitting:
1. Item 2 (policy development): either add a bullet describing a specific SOP (standard operating procedure) or policy you wrote, or lower the self-rating from 4 to 3.
2. Item 3 (automated systems): add a bullet naming the specific system and your role in it. Do not claim authority-level skill if your use was routine data entry. Lower the rating to match the real level.
CUSTOMIZATION This prompt works for any federal series with a scored questionnaire. The rating scale labels (Expert, Authority, etc.) vary by announcement; paste the announcement definitions into the questionnaire items if they differ. For Direct Hire Authority announcements, the questionnaire may not exist or may not be scored, so confirm whether the job uses a scored questionnaire before running this. Veterans applying under Schedule A or other non-competitive paths should still run this check, because agencies may use the questionnaire to verify minimum qualifications.
Structured Interview Prep
OPEN SAMPLE Builds a complete preparation plan for a federal structured behavioral interview tied to a specific USAJOBS announcement. Use it after you receive an interview invitation so you walk in knowing the competencies, the format, and your best stories.
APPLICANT NAME ·JOB TITLE ·SERIES AND GRADE ·AGENCY NAME ·ANNOUNCEMENT TEXT OR COMPETENCIES ·MILITARY BACKGROUND ·FORMAT DETAILS
## Context
You are helping [APPLICANT NAME], a transitioning service member or veteran, prepare for a structured behavioral interview for [JOB TITLE] (Series [SERIES AND GRADE]) at [AGENCY NAME]. The full USAJOBS announcement text or the competencies listed in it: [ANNOUNCEMENT TEXT OR COMPETENCIES]. [APPLICANT NAME]'s military background summary: [MILITARY BACKGROUND]. Any details already known about the interview format: [FORMAT DETAILS, e.g., panel of three, 45 minutes, five questions, scored by a rating panel].
## Task
Produce a structured interview prep plan with these sections:
1. Format overview: what to expect from a federal structured behavioral interview, including how rating panels score answers and why consistency across candidates matters.
2. Competency list: pull every competency or KSA (Knowledge, Skill, and Ability) named in [ANNOUNCEMENT TEXT OR COMPETENCIES]. For each, write one sentence on what a federal rating panel is likely looking for in a strong answer.
3. Story inventory: for each competency, suggest two or three experiences from [MILITARY BACKGROUND] that could be developed into STAR (Situation, Task, Action, Result) answers. Flag any competency where the background provided is thin and more detail is needed.
4. Day-of reminders: five practical notes on conducting yourself in a federal structured interview, including answer length, asking for clarification, and what to do if a question catches you off guard.
## Standards
- The story inventory must draw only from [MILITARY BACKGROUND]. Do not invent experiences, assignments, ranks, clearance levels, or outcomes not described there.
- Do not claim or imply a specific GS grade is guaranteed or that this preparation ensures selection. Veterans preference adds points or preference eligibility; it does not guarantee a job offer.
- Do not invent competencies not listed in the announcement. If [ANNOUNCEMENT TEXT OR COMPETENCIES] is vague, flag it and ask for the real posting.
- Format the plan so [APPLICANT NAME] can work through it over two or three sessions, not all at once.
- If [MILITARY BACKGROUND] or [ANNOUNCEMENT TEXT OR COMPETENCIES] is missing or too vague to work with, ask for specifics before drafting.
BEFORE YOU RUN IT
- Paste the full USAJOBS announcement text, including the competencies, KSAs (Knowledge, Skills, and Abilities), and specialized experience section. Do not summarize.
- Write an honest summary of your military background: branch, MOS (Military Occupational Specialty) or rate, assignments, leadership experience, and key outcomes. Plain language, not resume format.
- Note any details the agency gave you about the interview format: number of questions, time allowed, whether it is a panel.
- Remove your Social Security number and personal data before pasting any DD-214 or service record. Never paste classified or operationally sensitive information.
- Set aside two to three sessions to work through the prep plan rather than cramming it the night before.
VERIFY BEFORE IT LEAVES YOUR HANDS
- Confirm every competency in the prep plan appears in the actual announcement. Remove any the AI invented.
- Read the story inventory. Every suggested experience must be real, from your background, and something you can describe in detail under follow-up questions.
- Check that no rank, grade, clearance level, or assignment was added that you did not provide.
- Confirm the format overview accurately describes federal structured interviews. Verify against OPM guidance or ask the agency HR contact if unsure.
- Read the day-of reminders. Confirm none promise selection or misrepresent how veterans preference works.
- Check that the plan does not encourage self-rating your assessment questionnaire higher than your resume and experience honestly support.
Sample output
Sample output. Generated by AI from sample inputs:
Applicant: Marcus Hale, Army Staff Sergeant, logistics
Target: GS-2030 Supply Program Manager, GS-11, Department of Veterans Affairs, Phoenix
Format overview:
Federal structured behavioral interviews use the same questions for every candidate and a standardized scoring rubric. Each panelist scores your answer independently. The goal is fairness and consistency. This means you will not get follow-up softballs to rescue a weak answer. Give your full answer to each question the first time. Answers typically run three to five minutes. Longer is not better.
Competencies from the announcement:
- Supply chain program management: The panel wants evidence you have managed end-to-end supply processes, not just executed tasks. Show ownership of outcomes.
- Oral communication: They will evaluate how clearly you explain technical logistics processes to non-logistics audiences. Structure matters.
- Problem solving under resource constraints: The VA operates under tight budgets. Show that you have found workable solutions with limited assets, not just that you escalated problems.
Story inventory for Marcus Hale:
Supply chain program management:
- Fort Bliss property accountability: managing a $4.2M property book across a company-sized element. Develop this into a full STAR answer.
- Kuwait theater retrograde operation: coordinating with multiple units to recover and redistribute equipment. Strong ownership story.
- Note: thin on federal acquisition or contracting experience. Prepare to acknowledge this gap honestly if asked.
Oral communication:
- Briefing battalion commander on supply readiness before NTC (National Training Center) rotation. Refine the audience and outcome.
- Training soldiers on new property accountability software. Adult instruction angle.
Day-of reminders:
1. You can ask the panel to repeat a question. Do it once if you need to. Do not ask repeatedly.
2. Answer the question asked. Do not pivot to a different story because it is more comfortable.
3. If a question has multiple parts, answer all parts. Panelists cannot prompt you.
4. Bring a notepad. Jot the key words of a question before you answer so you stay on track.
5. Thank the panel at the end. Then stop talking. The interview is over when they say it is.
CUSTOMIZATION Run this prompt once per announcement. Competencies vary across series and agencies. For senior GS grades (GS-13 and above), weight the story inventory toward leadership, program oversight, and cross-agency coordination. For technical series like GS-2210 (IT) or GS-0301 (program analyst), make sure the story inventory addresses technical depth, not just management experience. Veterans applying through Schedule A (disability hiring) or other non-competitive paths should still prepare for a structured interview, as many agencies still conduct them for these appointments.
Behavioral Question Bank (STAR)
OPEN SAMPLE Builds a bank of written STAR answers to behavioral questions tied to the competencies in a specific USAJOBS announcement. Use it to prepare complete, honest answers before the interview rather than improvising stories under pressure.
APPLICANT NAME ·JOB TITLE ·SERIES AND GRADE ·AGENCY NAME ·COMPETENCIES LIST ·MILITARY EXPERIENCE
## Context
You are helping [APPLICANT NAME], a transitioning service member or veteran, build written STAR (Situation, Task, Action, Result) answers for a behavioral interview for [JOB TITLE] (Series [SERIES AND GRADE]) at [AGENCY NAME]. The competencies or KSAs from the announcement: [COMPETENCIES LIST]. [APPLICANT NAME]'s military experience to draw from: [MILITARY EXPERIENCE]. Target answer length when read aloud: three to five minutes per answer.
## Task
For each competency in [COMPETENCIES LIST], produce one complete STAR answer using only the experience in [MILITARY EXPERIENCE]:
- Situation: two to three sentences. Set the scene. Name the unit, the timeframe, and the context. Skip the background that does not affect the story.
- Task: one to two sentences. What [APPLICANT NAME] was specifically responsible for in that situation.
- Action: four to six specific, verb-led sentences. This section carries the answer. What [APPLICANT NAME] did, step by step. Not what the team did. Not what should have happened.
- Result: two to three sentences. What changed or what was achieved. Use real numbers from [MILITARY EXPERIENCE] where available. If there are no numbers, describe the observable outcome accurately.
After each answer, add a one-line note on what the panelist is likely scoring in that answer.
## Standards
- Every detail in every STAR answer must come from [MILITARY EXPERIENCE]. Do not invent assignments, outcomes, unit sizes, dollar values, clearance levels, or leadership scope not stated there.
- Do not add metrics the applicant did not provide. If [MILITARY EXPERIENCE] lacks a specific number, describe the result in observable terms.
- Do not conflate the applicant's personal actions with unit-level outcomes. The Action section must describe what [APPLICANT NAME] did, not what the platoon or battalion did.
- Do not claim a GS grade equivalency for military rank unless the announcement's specialized experience section specifically states one.
- Answers that overstate scope or leadership are fast route to being rated ineligible if the panel fact-checks. Flag any answer where the experience provided seems thin for the competency.
- If [COMPETENCIES LIST] or [MILITARY EXPERIENCE] is missing, ask before drafting.
BEFORE YOU RUN IT
- Copy the exact competencies or KSAs from the USAJOBS announcement, not a paraphrase. Exact language matters for answer alignment.
- Describe your military experience in enough detail for specific stories: unit, timeframe, your role, what you did, and what the outcome was. Vague input produces vague answers.
- Note real numbers where you have them: number of personnel supervised, equipment dollar values, mission readiness rates, on-time delivery rates. Do not estimate.
- Remove your Social Security number and personal data before pasting any DD-214 or service record. Never paste classified or operationally sensitive information.
- After building the bank, practice each answer out loud until it runs three to five minutes naturally.
VERIFY BEFORE IT LEAVES YOUR HANDS
- Read every Action section. Confirm every step describes what you personally did, not what your team or unit did.
- Check every number and metric in every Result section. Confirm each came from your input, not added by the AI.
- Confirm no answer claims a clearance level, rank-to-grade equivalency, or leadership scope you did not describe.
- Read each answer as the panelist. Does it directly answer the competency? If it drifts, tighten the Situation and lead with stronger Action steps.
- Confirm no answer overstates your role in a large-unit outcome. If the battalion achieved the result, say the battalion. Name your specific contribution.
- Time each answer out loud. Cut any that run over six minutes. The panel cannot give you extra time.
Sample output
Sample output. Generated by AI from sample inputs:
Applicant: Marcus Hale, Army Staff Sergeant, 88M (Motor Transport Operator) / Unit Movement Officer duties
Target: GS-2030 Supply Program Manager, GS-11, Department of Veterans Affairs
Competency: Problem Solving
STAR Answer:
Situation: In early 2022, my unit at Fort Bragg was two weeks out from a deployment rotation when the brigade property officer identified a Class IX (repair parts) shortfall. We were missing roughly 40 percent of the vehicle parts needed to certify fleet readiness before wheels-up. Standard requisition lead time was six weeks.
Task: I was the company property NCO (non-commissioned officer) at the time. The commander put me in charge of closing the shortfall before the deployment window closed.
Action:
- I pulled our property book and cross-referenced the shortage list against every vehicle on hand to identify which parts were critical-path for readiness certification versus nice-to-have.
- I contacted the brigade S4 (logistics officer) and the battalion S4 to request emergency lateral transfers from two sister companies that were not deploying on that cycle.
- I coordinated with the unit movement officer to identify what could be borrowed under a hand-receipt versus what needed formal lateral transfer paperwork, to save processing time.
- I supervised three soldiers in completing the property transfer documentation over a 14-hour period to meet the battalion deadline.
- I briefed the first sergeant each morning on the closure rate so leadership was not surprised.
Result: We closed 34 of the 40 shortfall lines within 12 days. The remaining six lines were non-mission-critical parts that did not affect readiness certification. The unit deployed on schedule with a certified fleet.
Panelist scoring note: The panel is looking for a structured approach to a constrained problem, evidence of lateral coordination, and a real outcome. This answer shows all three.
CUSTOMIZATION Build one STAR answer per competency in the announcement. Do not reuse the same story for two different competencies unless the story genuinely addresses both and you name separate aspects for each. For higher GS grades (GS-12 and above), the panel expects program-level scope in the Situation and measurable results in the Result section. For technical series, include technical process steps in the Action section. Veterans with joint-service or interagency experience should highlight cross-organizational coordination in the Action section, as federal roles often value it.
SF-86 Preparation Worksheet
OPEN SAMPLE Builds a structured worksheet to help you gather the facts the SF-86 (Questionnaire for National Security Positions) will ask for before you open e-QIP. Use it when you have received a conditional offer requiring a security clearance investigation and need to organize your history without missing anything.
APPLICANT NAME ·BRANCH OF SERVICE ·YEARS OF SERVICE ·CLEARANCE LEVEL ·JOB TITLE ·AGENCY
## Context
You are helping [APPLICANT NAME], a [BRANCH OF SERVICE] veteran separating after [YEARS OF SERVICE] years of service, prepare to complete the SF-86 for a [CLEARANCE LEVEL] clearance investigation. The position is [JOB TITLE] at [AGENCY]. The applicant has not yet opened e-QIP and wants to gather all required information before data entry.
## Task
Produce a preparation worksheet the applicant can fill out on paper or in a document before opening e-QIP. Cover every major section of the SF-86: identifying information and citizenship; addresses for the past ten years; education history; employment history for the past ten years; military service; foreign contacts and foreign activities; foreign travel; financial record; legal record including civil court actions, drug use, alcohol treatment, and criminal history; psychological and emotional health; and personal references and developed contacts. For each section, list the specific facts to gather and note common items veterans overlook.
## Standards
- Every field on the worksheet reflects what the actual SF-86 asks. Do not invent categories.
- The worksheet prompts the applicant to gather facts, not to interpret them. Interpretation of what to disclose is the applicant's responsibility, ideally with guidance from a security officer or cleared attorney.
- Common veteran oversights to flag explicitly: orders and deployment dates, overseas duty station addresses, foreign nationals met during deployments who are still in contact, civilian employment during terminal leave, and contractor stints between or after enlistments.
- Do not advise the applicant to omit anything. The SF-86 asks for full disclosure; omissions and falsifications are the most common cause of clearance denial and revocation.
- Do not invent GS grades, clearance levels, dates, service records, or qualifications the applicant has not provided.
- Format the worksheet in numbered sections matching the SF-86 structure. Plain language throughout.
- If a required input is missing or ambiguous, ask before drafting.
BEFORE YOU RUN IT
- Have your DD-214 (Certificate of Release or Discharge from Active Duty) in front of you. You will need exact service dates, character of discharge, and duty station locations. Remove your Social Security number and personal data before pasting any DD-214 or service record, and never paste classified or operationally sensitive details.
- Pull your orders for every duty station going back ten years. Overseas duty station addresses and unit designations are required.
- Gather the full text of the USAJOBS announcement for the position. The clearance level listed there is what you are preparing for.
- Know your foreign contact history honestly, including nationals you met during deployments who are still in contact, before you start.
- Have names and contact information for three to five personal references who have known you for at least seven years and can speak to your character.
VERIFY BEFORE IT LEAVES YOUR HANDS
- Confirm the clearance level in the worksheet matches what the job announcement actually requires. Do not upgrade or downgrade it.
- Verify all service dates against your DD-214. An inconsistency between your worksheet and official records can trigger a discrepancy flag.
- Check that the foreign contacts section covers nationals you met during deployments, not only peacetime social contacts. Both count.
- Confirm financial entries cover the full ten-year window. Gaps in employment or address history are a common source of investigator questions.
- Verify that no item in the worksheet advises the applicant to omit or downplay a derogatory fact. Whole-person adjudication rewards honest disclosure, not concealment.
- Confirm you have not invented any date, duty station, or credential the applicant has not provided.
- Do not submit e-QIP data until a security officer or personnel security specialist has reviewed your completed worksheet.
Sample output
Sample output. Generated by AI from sample inputs:
SF-86 Preparation Worksheet
Applicant: Marcus Hale | Branch: Army | Service: 10 years | Target clearance: Secret | Position: GS-0343-9 Management and Program Analyst, Department of Veterans Affairs
Section 1: Identifying Information
- Full legal name (exactly as on birth certificate):
- All other names ever used (maiden, nicknames on official documents):
- Date and place of birth (city, state, country):
- Citizenship: U.S. citizen by: birth / naturalization (attach certificate number if naturalized)
- Social Security number: [gather separately, do not paste into AI tools]
Section 3: Addresses (past 10 years)
List every address where you lived for 90 or more days:
- Address, city, state, ZIP:
- Dates from/to:
- Name and contact of someone who can verify you lived there:
Veteran note: Include your barracks or on-post housing address and your Family Housing address if applicable. Overseas: include the full APO/FPO address and the corresponding duty station city and country.
Section 6: Employment History (past 10 years)
For every employer, including military units:
- Employer or unit name and address:
- Your supervisor name and contact:
- Dates of employment:
- Reason for leaving:
Veteran note: Each PCS (permanent change of station) assignment counts as a separate entry. Terminal leave is a gap; account for it. Contractor or part-time work during the transition counts.
Section 12: Foreign Contacts
List any foreign national with whom you have or have had close and continuing contact:
- Full name:
- Country of citizenship:
- Your relationship and how long you have known them:
- How and how often you are in contact:
Veteran note: Nationals you met during deployments and still communicate with belong here, even if the contact is infrequent. When in doubt, disclose and let the adjudicator decide.
CUSTOMIZATION Adjust the service branch framing and common oversights to match the applicant's branch. Sailors and Marines in overseas billets may have more foreign contact history than Army applicants who served only stateside. For Top Secret or TS/SCI investigations, the lookback windows and depth of questioning are greater; note the clearance level and tailor accordingly. If the applicant has prior civilian federal employment, add a section for that employment history separately from contractor work.