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  1. Home/
  2. Salary/
  3. Causal Inference Researcher/
  4. Washington DC

Causal Inference Researcher.

Washington DC.

$231,000

median salary, 25% above the national average

$173,000 to $306,000. Updated for 2026.

Get your playbook

The numbers.

Everything you need to negotiate with confidence.

Washington DC is 25% more expensive than the national average. For Causal Inference Researchers, that shakes out to a median of $231,000, with the full range spanning $173,000 to $306,000. Causal inference researchers bridge statistics and machine learning, with salary driven by industry application. Know the range before you walk in.

Salary range

25th Percentile

$173,000

per year

Median

$231,000

per year

75th Percentile

$306,000

per year

Tap to place your salary

$173,000$306,000

How Washington DC compares

Washington DC, DC

$231,000

Cost of living: 25% above average

National Average

$185,000

Washington DC is $46,000 above

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 $231,000, 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 $173,000 to $306,000. That is not a narrow window. Where you land inside it depends almost entirely on whether you negotiate and how well you prepare.

Top industries in Washington DC

Federal GovernmentDefense & CybersecurityConsultingTechnologyNonprofit & Policy

Negotiating in Washington DC

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.

Common questions.

Big tech companies and quantitative hedge funds offer the highest total compensation, often $250,000 to $400,000 for experienced researchers. Pharmaceutical and biotech firms pay well but slightly below tech, while academia and public policy organizations pay the least at $90,000 to $150,000.

Either is valued, though economics and biostatistics PhDs may have an edge for roles emphasizing experimental design and policy evaluation. CS PhDs are preferred for roles integrating causal methods into ML pipelines. Salary differences between backgrounds are minimal at equivalent experience levels.

Entry level Causal Inference Researcher positions in Washington DC typically start near $173,000. Candidates with relevant internships, certifications, or portfolio work often negotiate closer to the median of $231,000. Entry-level causal inference researchers earn $138,000 to $165,000 with a PhD in statistics or economics.

In Washington DC, large enterprises typically pay Causal Inference Researchers 10 to 20% more in base salary than small companies, but startups often compensate with equity that can exceed base salary value. 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. The $173,000 to $306,000 range reflects this entire spectrum.

In 2026, the average Causal Inference Researcher salary in Washington DC, DC is $231,000. The 25th percentile sits at $173,000 and the 75th percentile reaches $306,000. Where you land depends on your experience, the company's size, and the specific skills you bring.

Compare the offer against the Washington DC range: $173,000 (25th percentile) to $306,000 (75th percentile). An offer near $231,000 is market rate. Below $173,000 warrants a conversation unless equity or unusual benefits close the gap. 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.

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, each step up the ladder is amplified by the local cost of living multiplier, which means senior roles pay proportionally more than in lower cost markets.

Causal Inference Researcher salary in other cities

Austin$191,000
Atlanta$189,000
Boston$226,000
Chicago$198,000
Charlotte$179,000
Columbus$172,000

Other salaries in Washington DC

Knowledge Graph Engineer$213,000
LLM Engineer$238,000
LLM Fine-Tuning Engineer$231,000
Licensed Practical Nurse$64,000

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