Data Analysis Project — Portfolio Sample

Veteran Employment Gap Analysis
2019–2023

The headline says veterans are doing fine. This analysis goes further — breaking down what's actually happening inside that number by service era, disability status, age group, and industry sector.

AnalystPatrick Neil Bradley
Primary SourceBLS Current Population Survey (CPS)
Period2019–2023 Annual Averages
PopulationU.S. Veterans, Age 18+

The Number Most Reports Stop At

In 2023, the overall veteran unemployment rate was 2.8 percent. Lower than nonveterans. Lower than the national average. By that measure, the story looks simple: veterans are doing well in the civilian labor market.

But averages hide who's actually struggling. When you separate the headline number by service era, disability status, and age group, a different picture emerges — one that is more complicated, more honest, and far more useful.

"The 2.8% headline describes veterans without disabilities, who are older and more established. It does not describe the roughly 1.1 million GWOT veterans carrying service-connected disabilities — whose true unemployment rate is 6.4%."

This analysis follows the data where it leads. The story it tells is not about veterans being in crisis. It is about the specific populations within the veteran community who face barriers that the headline number actively conceals.

All Veterans (2023)
2.8%
Annual average
Beats nonveterans
GWOT Veterans (2023)
3.3%
Post-9/11 cohort only
Above headline
GWOT + Disability (Aug 2023)
6.4%
With service-connected disability
2.3× the headline
GWOT Veterans with SCD
43%
Carry a service-connected disability
Nearly half the cohort
Chapter One

The Five-Year Arc: A Labor Market Story in Three Phases

Before drilling into sub-groups, establish the baseline. The 2019–2023 period contains three distinct phases — each telling a different part of the story.

2019 — The Baseline
Veterans outperform. The gap is 0.4 points.
Pre-pandemic labor market at near-peak strength. Veterans (3.0%) beat nonveterans (3.4%). The gap exists but it is modest. This is the floor we measure everything else against.
2020 — The Shock
Veterans hit 5.5%. Nonveterans hit 8.2%. The gap explodes to 2.7 points.
COVID disrupts everyone — but nonveterans are hit significantly harder. The veteran gap actually widens in veterans' favor during the pandemic. This suggests veterans' training in adaptability, operational continuity, and mission focus has measurable labor market value in a crisis.
2021–2022 — The Recovery
Veterans drop 2.7 points in two years. Nonveterans are slower to follow.
Veterans recover to 2.8% by 2022 — faster than the broader workforce. By the time nonveterans close the gap in 2023, veterans have already held their position for two consecutive years.
2023 — The Stable Headline
2.8%. Unchanged. But what's hidden at 2.8% matters more than the number itself.
This is where the analysis has to go deeper. The stability in the headline conceals rising distress within the GWOT disabled veteran cohort — a group whose August 2023 rate jumped 3 full percentage points year-over-year to 6.4%.
Veterans vs. Nonveterans — Annual Unemployment 2019–2023
Source: BLS CPS Annual Averages. All persons 18 years and over.
Annual Trend Data Table
YearVeteransNonveteransGap
20193.0%3.4%−0.4
20205.5%8.2%−2.7
20214.2%5.3%−1.1
20222.8%3.7%−0.9
20232.8%3.6%−0.8

Veterans outperformed nonveterans in every year of the window. The real question is whether that edge is evenly distributed — or whether it belongs almost entirely to older, non-disabled cohorts.

Chapter Two

Not All Veterans Are the Same: The Era Breakdown

Every report that uses the phrase "veteran unemployment" without specifying a cohort is telling an incomplete story. The era breakdown is where that becomes impossible to ignore.

3.3%
GWOT / Post-9/11
The newest veterans.
Highest rate of any era in 2023.
2.8%
All Veterans Average
The headline number.
Masks the GWOT cohort above it.
Why this matters:

The 2.8% average is produced by mixing the highest-risk cohort (GWOT, 3.3%) with the lowest-risk cohorts (Vietnam, 2.5%; Korean/WWII, 2.4%). When those numbers are blended, the GWOT reality disappears. Policy built on the blended average is not built on where the problem actually lives.

Unemployment by Service Era — 2022 vs. 2023
GWOT veterans remain the highest-unemployment era group across both years.
Era Detail: What the Numbers Show
Service Era20222023% With SCD
GWOT (Post-9/11)3.1%3.3%43%
Gulf War I (1990–2001)2.9%2.3%27%
Vietnam Era2.6%2.5%16%
Korean / WWII / Other2.3%2.4%9%
ALL Veterans (Headline)2.8%2.8%30%
Nonveterans3.7%3.6%N/A

SCD = Service-Connected Disability. Source: BLS Annual Averages; U.S. Census Bureau; VA data 2022–2023.

What the era story tells us: Vietnam veterans faced employment discrimination when they came home — a decades-long wound that shaped an entire generation's relationship with work. GWOT veterans face a different problem. Employers respect their service in the abstract but often don't know what a 68W (combat medic), 11B (infantryman), or 25U (signal support specialist) actually did — or what civilian role maps to it. The barrier is not hostility. It's translation failure. And it falls hardest on the youngest cohort, the one still actively separating from service today.

Chapter Three

The Number That Changes Everything: Disability Status

This is where the analysis gets uncomfortable. The disability breakdown is the single most important cross-tab in the entire dataset — and it almost never appears in mainstream reporting on veteran employment.

6.4%
GWOT Veterans
WITH a Service-Connected Disability

Aug 2023. Up 3.0 pts year-over-year.
43%
of GWOT Veterans
Carry a service-connected disability.
Nearly half the most active cohort.
The Benefits Cliff — a hidden barrier nobody is measuring:

A veteran with a 70%+ service-connected disability rating receives significant monthly VA compensation. In some states and under certain conditions, working above defined income thresholds can affect benefit eligibility. For some veterans, taking a job is not a straightforward economic win. The standard unemployment metric doesn't capture this. It counts people "not looking for work" as outside the labor force — not as discouraged, not as trapped, not as navigating a system that may penalize them for employment. The real underemployment number is higher than what the data shows.

Unemployment: With vs. Without Disability (2023)
Source: BLS Aug 2023 Supplemental Survey and BLS Apr 2025–Mar 2026 averages.
Disability Prevalence by Service Era
% of veterans in each era who carry a service-connected disability. Source: Census Bureau / VA data 2022–2023.
Group With Disability Without Disability Gap (W − W/O) % of Group w/ Disability
GWOT Veterans (Post-9/11) 6.4% 4.0% +2.4 pts 43%
All Veterans — Combined 6.0% 3.3% +2.7 pts 30%
Nonveterans (Comparison) 8.3% 4.0% +4.3 pts N/A
Veteran Headline (2.8%) — shown for reference This single number averages over all of the above. It is the most commonly cited figure and the least informative one.
Chapter Four

The Age Inversion: Where the Advantage Disappears — and Reappears

Veterans don't uniformly outperform nonveterans. The advantage is age-dependent. At 18–24, veterans are actually at a disadvantage. By 35, the picture reverses.

Unemployment by Age Group: Veterans vs. Nonveterans (2023)
Only the 18–24 band shows veterans at a disadvantage. Every other age band favors veterans.
What's Actually Happening at Each Stage
Ages 18–24 → Veteran disadvantage
Young veterans compete in an entry-level market with a military resume that civilian hiring systems can't interpret. They often have more real-world leadership experience than their peers — but it doesn't appear on any standard credential.
Ages 25–34 → Roughly equal
Veterans who survived the early transition are now competitive. The skills are getting recognized. But this band still contains a significant share of post-9/11 veterans with disabilities pulling the rate upward.
Ages 35–54 → Veteran advantage
Military leadership, project management, and operational discipline translate clearly at this career stage. Veterans 35+ consistently outperform nonveteran peers. This is where the 2.8% headline is most truthful.
Ages 55+ → Veteran advantage holds
Career stability established. Lower rate than nonveteran peers. Decades of service, leadership, and professional development have compounded into clear labor market positioning.
Chapter Five

Where Veterans Land — and Where They Don't

Not every sector absorbs veterans equally. The sectors with the lowest veteran representation are also the fastest-growing — and that gap is structural, not accidental.

Veteran Employment Share by Industry Sector (2022–2023)
Government and Professional Services dominate veteran employment. Finance and Technology — the two highest-growth sectors — show the smallest share. Source: BLS 2022–2023.
Sector Vet Employment Share Absorption Credential Gap Key Barrier or Advantage
Government / Public Administration22%HIGHLOWDirect role alignment with military structure and security clearances
Professional & Business Services18%HIGHMEDIUMSecurity, consulting, and management roles translate well
Healthcare & Social Assistance12%HIGHLOWMedic/corpsman pathways exist — but licensing gaps remain a barrier
Transportation & Utilities9%HIGHLOWLogistics and operations map directly to military equivalents
Retail / Manufacturing / Construction23% (combined)MEDIUMLOWEntry points for recent separatees — but limited growth ceiling
Financial Activities5%LOWHIGHCivilian credential frameworks dominate; military background rarely recognized
Information / Technology5%LOWHIGHFastest-growing sector. Largest structural credential gap. Highest underrepresentation.

The structural problem: Government and traditional industries absorb veterans well because those sectors understand military credentials. Finance and Technology don't — and they're where the economy is growing. Veterans who land in Government at 22% are landing in a sector with limited salary ceiling and constrained private-sector equivalent opportunity. The two sectors with the greatest earning potential are also the two with the highest barriers to veteran entry. That mismatch has long-term economic consequences that a single-year unemployment rate will never capture.

Chapter Six

What the Data Recommends

Three recommendations — grounded in the specific numbers above, not in general veteran advocacy talking points.

R-01
Employers
Build veteran credential recognition frameworks in Finance and Technology that map military occupational specialties to civilian roles — without requiring veterans to redundantly certify skills they already demonstrated in service. The credential gap is a system failure, not a veteran shortcoming.
R-02
Policy
Direct post-9/11 transition programs specifically at veterans under 35 with service-connected disabilities — the cohort carrying a 6.4% unemployment rate and a 50% chance of holding a 70%+ disability rating. The benefits cliff is a real structural barrier that current policy does not adequately address.
R-03
Research
Expand measurement beyond employment status. Wage levels, role-fit, underemployment rates, and 12-month retention data would surface what the unemployment rate cannot: how many veterans are employed but working jobs 10 levels below their demonstrated capability.
Methodology & Sources

How This Analysis Was Built

Primary Data Source

  • U.S. Bureau of Labor Statistics (BLS), Current Population Survey (CPS)
  • Publication: "Employment Situation of Veterans" — Annual Releases 2019–2024
  • BLS August 2023 Supplemental Survey — disability-specific data
  • ~60,000 household sample; annualized averages used throughout
  • bls.gov/cps/demographics/veterans.htm

Secondary Sources

  • U.S. Census Bureau — ACS Disability Report 2024 (ACS-58)
  • U.S. Census Bureau — "Post-9/11 Veterans More Likely to Have a Service-Connected Disability" (2020)
  • Congressional Budget Office — Working-Age Veterans Receiving Disability Compensation
  • VA Veterans Benefits Administration — Claims Characteristics data
  • DOL VETS — Disabled Veteran Employment Factsheet

Analytical Approach

  • Five-year window captures pre-COVID baseline, pandemic spike, and recovery arc
  • Annual averages reduce seasonal variance; monthly peak data noted where relevant
  • Era analysis follows BLS period-of-service definitions exactly
  • Disability analysis separates SCD holders from non-holders within cohorts
  • Industry sector analysis uses BLS employed persons by industry and veteran status

Data Limitations

  • 18–24 veteran group has smaller CPS sample — higher margin of error
  • Disability unemployment (Aug 2023) is from a supplemental survey, not a full annual average
  • Standard unemployment rate excludes discouraged workers and underemployed veterans
  • GWOT disability prevalence (43%) from Census/VA data, not BLS CPS directly
  • Benefits cliff impact is not measurable in standard employment data