A physician completing residency at age 30 will earn more in the subsequent 35 years of attending practice than a BigLaw partner earns across an entire career — but only if they survive a training period that pays $68,166 per year while colleagues with bachelor’s degrees have been compounding wealth for eight years. That asymmetry between credential cost and career payoff is what this analysis quantifies across six high-earning professions using BLS Occupational Employment and Wage Statistics (OEWS) data.
Scope and limitations: All wage figures are from the BLS OEWS May 2024 release unless otherwise noted; attorney sector data draws on the NALP 2025 Associate Salary Survey (as of January 1, 2025); software engineer total compensation data draws on Levels.fyi 2025 annual report. The Finluxy Career Earnings Index models cumulative gross career earnings in nominal dollars — not net present value — from career start to age 65. It does not account for taxes, inflation, benefit monetization, or equity appreciation. Physician and attorney estimates assume private-sector or group practice, not government employment. “Career start” for professions requiring graduate or professional degrees begins at the first compensated post-degree role (residency or first-year associate), not age 22. Figures for physicians reflect the BLS reporting ceiling of ≥$239,200 for the combined physicians and surgeons category; specialty-level breakdowns are available in the linked specialty analysis.
Key Numbers at a Glance
| Profession | BLS Median Annual Wage | Entry-Level Annual Pay | Senior/Partner-Level Range | Primary Data Source |
|---|---|---|---|---|
| Physician (all specialties) | ≥$239,200 | ~$68,166 (residency PGY-1) | $220,000–$400,000+ | BLS OEWS May 2024; AAMC 2025 |
| Attorney (BigLaw) | $151,160 | $200,000–$225,000 | $375,000+ (senior associate) | BLS OEWS May 2024; NALP 2025 |
| Software Engineer (tech sector) | $133,080 | $130,000–$180,000 (TC) | $300,000–$500,000+ (TC) | BLS OEWS May 2024; Levels.fyi 2025 |
| Aerospace Engineer | $134,830 | $85,000–$100,000 | $175,000–$210,000+ | BLS OEWS May 2024 |
| Management Consultant | $101,190 | $90,000–$120,000 | $200,000–$500,000+ (partner) | BLS OEWS May 2024 |
| Financial Analyst | $101,350 | $75,000–$100,000 | $180,000+ (90th percentile) | BLS OEWS May 2024 |
Sources: BLS Occupational Employment and Wage Statistics, May 2024 (bls.gov); AAMC Survey of Resident/Fellow Stipends and Benefits, 2025; NALP 2025 Associate Salary Survey; Levels.fyi 2025 Annual Report. Entry-level and senior ranges are approximate and reflect common market bands, not BLS percentile data for all rows.
Physicians: The Deferred Payoff Problem
BLS OEWS data reports the median physician and surgeon wage at ≥$239,200 for May 2024 — the agency’s reporting threshold for this category, meaning the true median is higher but not published at the aggregate level. For physician compensation by specialty, the range is dramatic: radiologists averaged $381,530 annually (BLS OEWS May 2024), while general pediatricians averaged $212,110.
What the headline wage obscures is the cost of getting there. Medical school runs four years. Residency adds three to seven years depending on specialty — during which the AAMC’s 2025 Survey of Resident/Fellow Stipends reports a national mean PGY-1 stipend of $68,166. A general surgery resident completing a five-year program earns approximately $340,000–$380,000 in cumulative stipends across training. A bachelor’s-degree holder entering the workforce at 22 and earning the 75th percentile wage for management occupations ($122,090 per year, BLS OEWS May 2024) accumulates $976,720 over eight years before a physician graduates residency at age 30.
The gap closes — but later than most assume. The comparison to peers who started at 22 doesn’t fully favor the physician until roughly 15 years post-residency, assuming the attending earns $280,000+ annually. Compared to the dentist career earnings profile, the physician typically carries longer training, higher debt, and a later earnings inflection point.
Attorneys: The BigLaw vs. Everyone Else Divide
The $151,160 BLS median for attorneys (May 2024) is statistically accurate and analytically misleading. It aggregates public defenders earning $60,000, government counsel at $90,000, and Big Law eighth-year associates earning $375,000 base. For the attorney compensation breakdown by sector, those structural differences matter more than the median.
NALP’s 2025 Associate Salary Survey — drawing on data as of January 1, 2025 — shows the overall median first-year associate base salary at $200,000. At firms with more than 700 lawyers, that figure rises to $215,000, with some firms at $225,000. Firms with 250 or fewer lawyers show a median first-year salary of $150,000. The Cravath scale, the BigLaw standard, runs from $225,000 at year one to $375,000 at year eight for base salary; annual bonuses add $20,000 to $115,000+ on top.
Three years of law school precede that first paycheck, with no training-period equivalent of residency — but no stipend either. An attorney starting at $225,000 base at age 25 who reaches equity partner at 40 is on a fundamentally different trajectory than one who enters a mid-sized regional firm at $150,000. Career earnings modeling must separate these paths, not blend them into a single profession median.
Software Engineers: Where Total Compensation Diverges from Base Salary
BLS OEWS reports the median annual wage for software developers at $133,080 (May 2024). That figure, taken alone, understates compensation at major technology employers by roughly 30–50%. Levels.fyi’s 2025 annual report — which aggregates self-reported total compensation including base salary, equity grants, and bonuses — shows a median software engineer total compensation of $191,700 across all levels and companies. At FAANG-tier firms, senior engineer total compensation typically runs $300,000–$500,000 annually once equity is included.
This BLS-vs.-market gap isn’t a data error. BLS surveys base wages reported by employers; equity vesting is not captured. At companies like Google, where the median software engineer total compensation exceeds $322,000 (Levels.fyi, updated June 2026), the base salary component might be $180,000 with $140,000 in annual equity. BLS captures the $180,000; Levels.fyi captures $322,000. Both figures are correct; they measure different things. For anyone modeling software engineer career earnings on the individual contributor vs. manager path, using BLS data alone will produce a substantial underestimate.
Entry costs are minimal by comparison to medicine or law: a four-year computer science degree, or increasingly a coding bootcamp plus portfolio, versus eight-plus years of post-secondary training for physicians. The software engineer who starts at 22 begins compounding equity and cash immediately.
Aerospace Engineers, Management Consultants, and Financial Analysts: The $100k–$135k Cluster
Three professions cluster around the $100,000–$135,000 BLS median range, each with different ceiling structures. Aerospace engineers posted a median of $134,830 (BLS OEWS May 2024), with the top 10% exceeding $205,850. The compensation ceiling is real but relatively low compared to finance or law — senior aerospace engineers at defense contractors or aerospace manufacturers generally top out in the $175,000–$210,000 range without moving into management. The architect vs. engineering salary comparison shows aerospace faring substantially better than architecture, where the median sits at $99,590 (same as civil engineers per BLS May 2024).
Management consultants — classified under BLS code 13-1111 “management analysts” — show a May 2024 median of $101,190, with the 90th percentile at $174,140. That BLS figure again hides variance. A first-year MBB associate earns $110,000–$130,000 base with a signing and performance bonus structure that brings total first-year compensation to $150,000–$175,000. Partners at tier-one firms reach $500,000–$1,000,000+. The BLS median reflects the full population of management analysts, including mid-market and independent consultants. For the actual MBB-vs.-tier-two compensation structure, the management consulting pay comparison by firm tier separates these tracks explicitly.
Financial analysts — specifically financial and investment analysts — had a BLS May 2024 median of $101,350, with the top 10% exceeding $180,550. This category includes analysts at asset management firms, corporate finance departments, and investment banks at junior levels. It does not capture the carry-driven compensation at private equity firms, where mid-career professionals routinely exceed $500,000 in carried interest distributions, or the full compensation picture at investment banking by level, where second-year analysts in major markets approach $200,000 in total compensation.
Finluxy Career Earnings Index
The Finluxy Career Earnings Index measures estimated cumulative gross career earnings from career start to age 65, divided by national median career earnings. The denominator uses the BLS May 2024 national median annual wage of $49,500 × 43 working years = $2.129 million. All figures are nominal, not NPV-adjusted.
Career stage durations and wage assumptions are modeled from BLS OEWS percentile data and sector-specific sources. “Career start” for graduate-degree professions begins at the first compensated post-degree role; for bachelor’s-degree professions, at entry-level employment. The physician model accounts for residency as a training-and-earning phase, not a gap. The BigLaw attorney model reflects the Cravath scale through eight years, then assumes partner-track outcomes for those who remain; roughly 20% of BigLaw associates make partner, making the full-career figure an optimistic scenario for that profession’s upper trajectory.
| Profession | Career Start Age | Career Stage Model | Estimated Cumulative Gross Earnings | Finluxy Career Earnings Index |
|---|---|---|---|---|
| Physician (attending, general medicine) | 26 (residency start) | Residency: $68,166 × 4 yrs = $272,664; Attending: $239,200 × 31 yrs = $7,415,200 | ~$7.69M | 3.61× |
| Physician (radiologist) | 26 (residency start) | Residency: $68,166 × 5 yrs = $340,830; Attending: $381,530 × 30 yrs = $11,445,900 | ~$11.79M | 5.54× |
| Attorney (BigLaw, partner-track) | 25 | Associate yrs 1–8: avg $270,000 × 8 = $2.16M; Partner: $750,000 avg × 32 yrs = $24M | ~$26.16M | 12.29× |
| Attorney (median market) | 25 | $151,160 median × 40 yrs | ~$6.05M | 2.84× |
| Software Engineer (tech sector, IC path) | 22 | Entry $150,000 TC × 5 yrs; Senior $250,000 TC × 15 yrs; Staff+ $400,000 TC × 13 yrs | ~$9.45M | 4.44× |
| Aerospace Engineer | 22 | Entry $95,000 × 8 yrs; Mid-career $135,000 × 15 yrs; Senior $175,000 × 20 yrs | ~$6.265M | 2.94× |
| Management Consultant (MBB, partner-track) | 22 or 24 (MBA) | Pre-MBA: $130,000 × 3 yrs; Post-MBA: $175,000 × 5 yrs; Partner: $600,000 × 25 yrs | ~$16.265M | 7.64× |
| Financial Analyst (corporate finance to director) | 22 | Analyst $80,000 × 5 yrs; Senior analyst $120,000 × 7 yrs; Director $180,000 × 15 yrs; VP $250,000 × 16 yrs | ~$8.37M | 3.93× |
Sources: BLS OEWS May 2024 (physician, attorney overall median, aerospace, management analyst, financial analyst wages); AAMC 2025 Resident/Fellow Stipends Survey (residency PGY-1 $68,166); NALP 2025 Associate Salary Survey (BigLaw associate scale); Levels.fyi 2025 Annual Report (software engineer total compensation). Partner/senior-level figures for BigLaw and MBB are modeled from industry compensation surveys and represent upper-trajectory outcomes, not medians. National median career earnings denominator: $49,500 (BLS May 2024) × 43 years = $2.129M. All figures are nominal gross, pre-tax.
The Overlooked Insight: Partner-Track Bifurcation Makes Profession-Level Comparisons Nearly Meaningless
Most profession pay comparisons cite the BLS median and stop there. The median for attorneys is $151,160. The BigLaw eighth-year associate base salary alone is $375,000. These are not different data points about the same profession — they describe two structurally different compensation systems that happen to share an occupational code.
The Finluxy Career Earnings Index exposes this bifurcation with precision. A median-market attorney (2.84× national career median) earns less over a career than an aerospace engineer (2.94×). A BigLaw partner-track attorney (12.29×) earns more than four times what a radiologist earns (5.54×) — the highest-earning physician specialty by BLS data. The profession matters less than the sector and track within the profession. This is what aggregate reporting consistently obscures.
The same bifurcation appears in consulting. A median management analyst (BLS: $101,190) has a career earnings profile modestly above the national median. An MBB partner at $600,000 annually, modeled conservatively, produces a 7.64× Career Earnings Index. The difference between those two outcomes isn’t specialization — it’s the firm, the track, and the decade of attrition that selects for the partner-level outcome. Most who start the journey don’t finish it at that level. Management consulting pay by firm documents those attrition rates and what they mean for expected career earnings, not just peak earnings.
Non-Salary Compensation Costs by Profession
Gross career earnings tell one side of the story. Each profession carries recurring costs that reduce net economic value.
| Profession | Major Recurring Cost | Approximate Annual Amount | Notes |
|---|---|---|---|
| Physician (private practice) | Malpractice insurance (professional liability) | $7,500–$50,000+ | Highly specialty-dependent; OB/GYN and surgery carry highest premiums; employed physicians may have employer-covered coverage |
| Attorney | Bar dues, CLE requirements, malpractice insurance | $1,000–$5,000 | State bar annual fees vary widely; CLE credits required annually in most states; malpractice often firm-provided in BigLaw |
| Software Engineer | Skills maintenance; professional certifications optional | $500–$3,000 | No mandatory licensing; conference attendance and continuing education informal |
| Aerospace Engineer | PE license maintenance (if licensed); security clearance | $200–$1,000 | Professional Engineer licensure not universally required in industry; clearance costs borne by employer |
| Management Consultant | Travel costs (firm-reimbursed at senior levels), MBA debt service if applicable | Variable; MBA debt $50,000–$120,000 total | MBA from top program adds $200,000–$250,000 in total cost including opportunity cost; typically required for post-MBA associate track at MBB |
| Financial Analyst / CPA path | CFA or CPA exam and continuing education | $1,000–$3,500 (exam phase); $500–$1,500 ongoing | CFA Level III pass rate historically around 50%; CPA career earnings diverge significantly between public accounting and corporate finance tracks |
Malpractice insurance figures are approximations based on specialty and practice structure; precise figures vary substantially by state, specialty, and insurer. All other figures are estimates based on industry association and state bar data.
What This Means for $150k+ Households
For a household already earning $150,000+, the relevant question isn’t which profession pays the most in gross terms — it’s which profession’s compensation structure aligns with specific financial goals. A physician household with $300,000 in medical school debt and an attending salary of $250,000 starting at 30 faces a fundamentally different compounding timeline than a software engineer who entered the workforce at 22 with a $150,000 total compensation package and no professional debt.
The Finluxy Career Earnings Index puts those differences in concrete terms. The software engineer on the individual contributor path to staff engineer (4.44×) and the general medicine physician (3.61×) end up within a comparable career earnings range — but the software engineer starts compounding eight years earlier with no credential debt. For professions with hard salary ceilings, the compounding-start advantage of shorter training timelines is even more pronounced.
The BigLaw and MBB partner-track outcomes (12.29× and 7.64× respectively) are genuinely in a different tier — but they describe the careers of a small fraction of those who enter those paths. A household planning around partner-level outcomes should model the expected value, not the maximum value: probability of making partner multiplied by partner earnings, plus the probability-weighted alternative outcome for those who leave. For commission-based professions or seniority-gated careers like commercial aviation, the same probability-weighting logic applies.
High earners evaluating career pivots, professional degree decisions, or compensation benchmarking for negotiation purposes should treat the BLS median as a floor reference — and build their personal model from the sector-specific and percentile data cited throughout this analysis. The career earnings gap between the 50th and 90th percentile within a single profession is often larger than the gap between professions at their medians.
Frequently Asked Questions
Why does the BLS median wage for attorneys ($151,160) differ so drastically from BigLaw first-year salaries ($225,000)?
BLS OEWS data covers all attorneys across all practice settings — government, nonprofit, public defense, solo practice, mid-market firms, and BigLaw. The $151,160 median reflects that full distribution. NALP’s survey data focuses specifically on private law firms and shows the wide spread: firms with 250 or fewer lawyers showed a median first-year salary of $150,000 (near the BLS median), while the largest firms exceeded $215,000. The BLS and NALP figures are both accurate; they measure different populations.
Why does the Finluxy Career Earnings Index use nominal dollars instead of NPV?
NPV calculations require a discount rate assumption, which can shift results dramatically. A 5% discount rate makes early-career earnings worth substantially more than late-career earnings, heavily penalizing physicians and other late-starters. A 2% rate produces a different ranking. The Finluxy Career Earnings Index uses nominal cumulative gross earnings specifically to avoid embedding a discount rate assumption that reasonable people would dispute. The trade-off is that nominal figures overstate the real value of late-career earnings relative to early-career earnings, which modestly favors professions with higher starting salaries and earlier career starts.
Does the software engineer total compensation figure from Levels.fyi reflect the full market or just top-tier tech companies?
Levels.fyi data skews toward technology sector self-reporters, who are disproportionately employed at larger tech companies with above-average equity compensation. The $191,700 median across all software engineer levels and companies in their 2025 report is higher than the BLS OEWS May 2024 median of $133,080, which surveys a broader employer population including non-tech industries that employ software developers at lower wages. Both figures are directionally correct for their respective populations. A software engineer at a healthcare company or manufacturing firm is more accurately benchmarked by BLS data; one at a major technology company should use Levels.fyi as the primary reference.
Which profession has the highest Career Earnings Index when accounting for the probability of reaching top-tier outcomes?
On an expected-value basis rather than peak-scenario basis, the software engineer on a staff engineer track at a major technology company likely produces the best risk-adjusted career earnings index. The pathway requires fewer years of expensive training than medicine or law, has no mandatory credential debt, starts compounding at 22, and does not require becoming one of the approximately 20% of associates who make BigLaw equity partner. The radiologist career path produces the highest index in a peak scenario (5.54×) among physician specialties, but requires 5 years of residency plus fellowship and depends on specialty-specific factors.
Methodology
Primary wage data comes from the BLS Occupational Employment and Wage Statistics (OEWS) May 2024 release, accessed via bls.gov. Physician specialty-level wage data is drawn from BLS OEWS Table 1 (May 2024 and May 2025 national estimates). Attorney sector compensation uses NALP’s 2025 Associate Salary Survey, which surveys private law firm offices and reflects data as of January 1, 2025. Residency stipend data uses the AAMC 2025 Survey of Resident/Fellow Stipends and Benefits (July 2025 fieldwork, 350 institutions, 114,361 residents). Software engineer total compensation uses the Levels.fyi 2025 Annual Report, which aggregates self-reported compensation including base, equity, and bonus from 245,000+ data points globally, with U.S. submissions as the primary reference.
The Finluxy Career Earnings Index is calculated by dividing estimated cumulative gross career earnings (nominal, from career start to age 65) by the national median career earnings benchmark of $2.129M ($49,500 BLS May 2024 median annual wage × 43 working years). Career stage durations and wage assumptions for each stage use BLS OEWS percentile data where available; partner-level and senior-level figures for BigLaw and MBB draw on NALP, Mercer/Willis Towers Watson survey ranges, and available public firm data. All Index calculations are pre-tax nominal gross and do not represent net present value or after-debt figures. Payscale and Glassdoor were excluded as primary sources per cluster methodology.
Sources & References
- BLS OEWS — National Occupational Employment and Wage Estimates, May 2024
- BLS Occupational Outlook Handbook — Physicians and Surgeons (2024–34 projections)
- BLS Occupational Outlook Handbook — Lawyers, May 2024 wage data
- BLS Occupational Outlook Handbook — Software Developers, May 2024 wage data
- BLS Occupational Outlook Handbook — Management Analysts, May 2024 wage data
- BLS Occupational Outlook Handbook — Financial Analysts, May 2024 wage data
- BLS Occupational Outlook Handbook — Aerospace Engineers, May 2024 wage data
- AAMC — Survey of Resident/Fellow Stipends and Benefits, 2025
- NALP — 2025 Associate Salary Survey, Private Sector Salaries Research
- Levels.fyi — 2025 Annual Compensation Report
- Levels.fyi — Software Engineer Total Compensation, 2025 data
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