Causal Inference Researcher.

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.

Ask about equity structure, vesting schedule, annual bonus targets, 401(k) match, health insurance premiums, PTO policy, and remote flexibility. 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. In San Antonio's market, these extras can add $40,500 or more on top of the base salary.

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. In San Antonio, these factors can push compensation from the 25th percentile of $121,000 to the 75th percentile of $214,000 or beyond.

San Antonio has a major military presence with Joint Base San Antonio and a growing cybersecurity hub. The city is home to USAA headquarters and a cluster of healthcare systems. For Causal Inference Researchers specifically, the median salary of $162,000 reflects that demand.

Remote work has compressed geographic salary premiums for Causal Inference Researchers. Some San Antonio employers offer location adjusted pay, while others maintain local rates to attract in office talent. In San Antonio's moderate cost market, remote and local salaries are converging. The $121,000 to $214,000 range reflects both arrangements.

San Antonio has a major military presence with Joint Base San Antonio and a growing cybersecurity hub. The city is home to USAA headquarters and a cluster of healthcare systems. For Causal Inference Researchers specifically, causal inference researchers bridge statistics and machine learning, with salary driven by industry application, which signals sustained demand. The current compensation range of $121,000 to $214,000 reflects a market that is competing for talent.