Data Analyst
IT/Cyber · $105,850 median · ~3 months to start, up to ~1.5 years training · Structurally WPE-eligible
How we know this
The wage and outlook figures are verified against the U.S. Bureau of Labor Statistics (OEWS/OOH 2025), last reviewed August 20, 2026. We show our sources so you can check every number yourself.
Honest tradeoffs
ai displacement at entry level real
Entry-level data analyst work (SQL writing, basic stats, simple dashboards) faces significant AI augmentation 2024-2026. ChatGPT and Claude-style tools handle much of this work. Many companies pushing senior analysts to use AI rather than hiring junior.
soc mapping complex
"Data Analyst" doesn't have a clean BLS SOC; the work maps across 15-1211 Computer Systems Analysts, 13-1199 Business Operations Specialists, and 15-2031 Operations Research Analysts. The role title is industry-defined, not statistically codified. BLS wage figures are approximations.
Wages
Operations Research Analyst (primary BLS mapping)
SOC 15-2031
Data Scientist (senior progression tier)
SOC 15-2051
"Data Analyst" is an employer job title, not a BLS-tracked occupation. The closest BLS mapping is Operations Research Analysts (15-2031, $91,290 median, 21% growth). Senior analyst roles often progress to Data Scientist (15-2051, $112,590 median, 34% growth). The $21,300 wage premium between tiers reflects substantial additional skill development in machine learning, statistical modeling, and advanced computation.
Workforce Pell eligibility
This path's typical training duration fits under the federal Workforce Pell 599-hour cap. State approval status varies — check the Workforce Pell tracker.
Open the Workforce Pell tracker →Training
That's a wide span on purpose: you can start working after a short pre-apprenticeship or entry course, while the longer figure reflects a full apprenticeship. The career ladder below breaks the journey into steps.
Ways in
Paid, on-the-job training combined with classroom hours — you get a wage from day one instead of paying tuition.
Common sponsors: Apprenti (Data Analyst tracks), Year Up, Per Scholas (Data Engineer adjacent), Major tech companies (some run internal data analyst apprenticeships)
An associate degree or certificate — usually the fastest accredited credential, far cheaper than a four-year school, and often Workforce Pell–eligible.
Credentials you'll earnwith typical prep time
Portfolio (3-5 data analysis projects with public dashboards)
Various
Data Analyst is portfolio-driven. Public dashboards (Tableau Public, Power BI), GitHub repos with analysis projects, blog posts demonstrating insights > any specific cert.
Source ↗Cost vs. payoff
- Training cost
- $50–$18,000
- Training pays for itself in
- about 2 months
The low end is the cheapest route in — a paid apprenticeship, community college, or employer-paid program (sometimes free); the high end is a private or for-profit school. The range is about which route you take, not extra certifications.
Getting started — your first moves
- 1
Find an apprenticeship
Apply to a registered apprenticeship — you earn a paycheck from day one while you train, instead of paying tuition.
- 2
Earn your first credential
Study for and pass the Portfolio (3-5 data analysis projects with public dashboards).
- 3
Get hired and grow
Land an entry role and start building experience — pay climbs as you move up the career ladder above.
See it where you live
The figures above are national. Pay and programs vary a lot by state — pick yours and we'll send you straight to the official local data, no guessing.
Career ladder
Junior Data Analyst (post-cert)
Entry$60,000Entry; market is tight but real; portfolio quality matters most
Training: Google Data Analytics Cert (6 months) + portfolio (3-5 projects)
Data Analyst (mid-level)
Year 2$95,000Wage growth fastest in years 1-3 with skill expansion
Training: 2 years experience + Python/R + advanced SQL + BI tool depth
Senior Data Analyst / Analytics Engineer
Year 5$130,000Senior tier; transitions to data science (requires MS or strong portfolio) or analytics engineering
Training: 5+ years + system design + leadership + dbt/Snowflake/modern stack
In your state
State licensure
No state-specific licensure requirements documented in corpus.
Data limitations
- • BLS OEWS May 2025 per-occupation detail tables not yet pushed
- • Wage figures BLS-canonical; verify in C2
- • SOC mapping for Data Analyst role; better data sources needed
- • Per-state and per-MSA wage tables
Common questions
How much does a Data Analyst make?
The median wage is $105,850 per year (BLS OEWS 2025). Most earn between $67,340 and $167,710. Actual pay varies by region, employer, and experience.
How long does it take to become a Data Analyst?
Typical training runs about 3 months to get started, and up to about 1.5 years to reach the top of the field. This is a non-degree path — no four-year college degree is required. Many people earn a paid wage during an apprenticeship instead of paying tuition.
Do you need a college degree to become a Data Analyst?
No. Data Analyst is a non-degree career path — you qualify through training, certification, and/or on-the-job experience rather than a four-year degree.
Is Data Analyst eligible for Workforce Pell funding?
Structurally, yes — the typical program length fits the federal Workforce Pell hour cap. Whether you can actually use it depends on your state approving the specific program, so check the Workforce Pell tracker.
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