Causal Inference Researcher.
Washington DC.
$238,000
median salary, 29% above the national average
$178,000 to $315,000. Last updated April 2026.
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Data points to own the conversation.
Washington DC is 25% more expensive than the national average. For Causal Inference Researchers, that shakes out to a median of $238,000, with the full range spanning $178,000 to $315,000. Causal inference researchers bridge statistics and machine learning, with salary driven by industry application. Know the range before you walk in.
Salary range
Where do you fall?
Salary by experience
The gap between entry and lead level is typically $214,000. Where you land depends on years of experience and what you bring to the table.
Entry (0-2 yrs)
$155,000
to $190,000
Mid (3-5 yrs)
$202,000
to $250,000
Senior (6-9 yrs)
$262,000
to $309,000
Lead (10+ yrs)
$298,000
to $369,000
Salary trend
+4% YoYTotal compensation
Base salary is not the full picture. Equity, bonus, and signing can add $59,000 to the total package.
Base
$238,000
Equity
$33,000
Bonus
$21,000
Signing
$5,000
Estimated total: $297,000
How Washington DC compares
Washington DC, DC
$238,000
Cost of living: 25% above average
National Average
$185,000
Washington DC is $53,000 above
Causal Inference Researcher salary by city
Salary by role in Washington DC
What you should know
The Causal Inference Researcher landscape in Washington DC is not what most salary sites will tell you. Washington DC's job market is shaped by the federal government, defense contractors, and a growing commercial tech sector. Cybersecurity, cloud computing, and consulting firms drive demand for cleared professionals. The region's stability, combined with high government pay scales, creates a salary floor that pulls private sector compensation upward. Causal inference researchers bridge statistics and machine learning, with salary driven by industry application. Healthcare and pharmaceutical companies pay premiums of 10 to 20% for researchers who can design and analyze clinical trials. Tech companies value causal methods for A/B testing and policy evaluation, paying competitively with general ML researcher roles.
Entry-level causal inference researchers earn $138,000 to $165,000 with a PhD in statistics or economics. Mid-career researchers reach $185,000 to $245,000. Senior scientists and methodology leads earn $250,000 to $330,000, while directors of causal AI at large firms can reach $380,000 to $450,000. In Washington DC, those numbers run higher. The cost of living here is 25% above average, and employers adjust to compete.
Base salary is not the full picture. Tech industry roles include equity worth 20 to 40% of base salary, while pharmaceutical companies offer annual bonuses of 15 to 25% plus profit-sharing. Some healthcare firms provide tuition reimbursement and publication support as additional benefits. And on the tax side: dC income tax rates reach 10.75% for high earners. Maryland and Virginia residents working in DC face their own state taxes. Choose your residence jurisdiction carefully to optimize net pay. When someone quotes you $238,000, ask what the total package looks like. The gap between base and total comp is where real money hides.
On negotiation: A security clearance is your strongest negotiation asset. Cleared professionals in DC command 20 to 30% premiums, and transferring your clearance to a new employer saves them significant time and cost. The range for Causal Inference Researchers in Washington DC runs from $178,000 to $315,000. That is not a narrow window. Where you land inside it depends almost entirely on whether you negotiate and how well you prepare.
Sources: SEC filings, H-1B LCA (DOL), BLS OES, 50+ job posting platforms. COL: BEA Regional Price Parities (2025). Data verified by Justin Bartak, Founder & Chief AI Officer. Last verified April 8, 2026. Full methodology
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Common questions.
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