Lead causal inference and econometric analyses to understand and influence key levers of business growth with a crisp understanding of incremental impact. Design, implement, and analyze experiments ...
Lead causal inference and econometric analyses to understand and influence key levers of business growth with a crisp understanding of incremental impact. Design, implement, and analyze experiments ...
... g. causal inference, significance testing, regression analysis, etc. โข Demonstrated experience in creating scalable, repeatable processes โข Proficiency in reporting / analytics and AI tools ...
... g. causal inference, significance testing, regression analysis, etc. โข Demonstrated experience in creating scalable, repeatable processes โข Proficiency in reporting / analytics and AI tools ...
Manager, Analytics & Strategy
$120K - $140K/yr
Experience with causal inference and quasi-experimental methods * Experience with machine learning techniques In accordance with the Illinois Pay Transparency Act, we're providing the full salary ...
Manager, Analytics & Strategy
$120K - $140K/yr
Experience with causal inference and quasi-experimental methods * Experience with machine learning techniques In accordance with the Illinois Pay Transparency Act, we're providing the full salary ...
Incrementality Testing/ Causal Inference * AttributionModeling * CustomerAnalytics:Lifetime Value (CLV) Modeling,Segmentation * Generative AI Data Science * Proficiencyinthe following ...
Incrementality Testing/ Causal Inference * AttributionModeling * CustomerAnalytics:Lifetime Value (CLV) Modeling,Segmentation * Generative AI Data Science * Proficiencyinthe following ...
Product Data Analyst
Chicago, IL ยท Remote
$145K - $175K/yr
Causal inference methods (diff-in-diff, regression discontinuity, propensity matching) * Prior work on LTV, retention, or subscription models * Experience building metrics frameworks or KPI ...
Quick apply
Product Data Analyst
Chicago, IL ยท Remote
$145K - $175K/yr
Causal inference methods (diff-in-diff, regression discontinuity, propensity matching) * Prior work on LTV, retention, or subscription models * Experience building metrics frameworks or KPI ...
Senior Biostatistician
Chicago, IL ยท On-site
Causal inference methods * Demonstrated ability to select and apply appropriate statistical methodologies to complex clinical, public health, and observational research questions. Technical Skills
Senior Biostatistician
Chicago, IL ยท On-site
Causal inference methods * Demonstrated ability to select and apply appropriate statistical methodologies to complex clinical, public health, and observational research questions. Technical Skills
Director, Epidemiology & Methodological Innovation
Chicago, IL ยท On-site
$170 - $230/hr
Lead the development of novel approaches for RWE, including the use of external control arms (ECA), causal inference in high-dimensional data, and the integration of longitudinal clinical data with ...
Director, Epidemiology & Methodological Innovation
Chicago, IL ยท On-site
$170 - $230/hr
Lead the development of novel approaches for RWE, including the use of external control arms (ECA), causal inference in high-dimensional data, and the integration of longitudinal clinical data with ...
Design and analyze experiments (A/B tests, causal inference) to measure model and product impact * Perform feature engineering, data validation, and quality assurance across large, complex datasets
Design and analyze experiments (A/B tests, causal inference) to measure model and product impact * Perform feature engineering, data validation, and quality assurance across large, complex datasets
Research Data Analyst Associate (1-year Term) [Multiple Openings]
Evanston, IL ยท On-site
$57K - $72K/yr
Coursework in research methods and/or analyses, including spatial statistics, network analysis, qualitative research, causal inference, meta-analysis, and/or other social science research. * Master ...
Research Data Analyst Associate (1-year Term) [Multiple Openings]
Evanston, IL ยท On-site
$57K - $72K/yr
Coursework in research methods and/or analyses, including spatial statistics, network analysis, qualitative research, causal inference, meta-analysis, and/or other social science research. * Master ...
Data Scientist II, Outcomes Research
Chicago, IL ยท On-site +1
$100K - $150K/yr
Stay current with the latest methodological advances in RWE, including causal inference and pharmacoepidemiologic methods. * Build analytical infrastructure, including reusable code, templates, and ...
Data Scientist II, Outcomes Research
Chicago, IL ยท On-site +1
$100K - $150K/yr
Stay current with the latest methodological advances in RWE, including causal inference and pharmacoepidemiologic methods. * Build analytical infrastructure, including reusable code, templates, and ...
Demonstrated ability to apply critical thinking, causal inference, abstract reasoning, and generalization to complex, ambiguous business and technical problems * Strong expertise developing ...
Demonstrated ability to apply critical thinking, causal inference, abstract reasoning, and generalization to complex, ambiguous business and technical problems * Strong expertise developing ...
Senior User Experience Researcher
$88K - $165K/yr
In this role, you will lead end-to-end research initiatives, leveraging experimentation, analytics, behavioral analysis, and causal inference to uncover customer insights and drive product decisions.
Senior User Experience Researcher
$88K - $165K/yr
In this role, you will lead end-to-end research initiatives, leveraging experimentation, analytics, behavioral analysis, and causal inference to uncover customer insights and drive product decisions.
Deep experience utilizing predictive analytics and predictive modeling, with experience in statistical analysis and modeling, e.g. causal inference, significance testing, regression analysis, etc.
Deep experience utilizing predictive analytics and predictive modeling, with experience in statistical analysis and modeling, e.g. causal inference, significance testing, regression analysis, etc.
A/B testing, test design, lift measurement, causal inference basics, and KPI governance * Knowledge of authentication and fraud patterns: MFA/2FA, OTP, biometrics, device intelligence, behavioral ...
A/B testing, test design, lift measurement, causal inference basics, and KPI governance * Knowledge of authentication and fraud patterns: MFA/2FA, OTP, biometrics, device intelligence, behavioral ...
Deep experience utilizing predictive analytics and predictive modeling, with experience in statistical analysis and modeling, e.g. causal inference, significance testing, regression analysis, etc.
Deep experience utilizing predictive analytics and predictive modeling, with experience in statistical analysis and modeling, e.g. causal inference, significance testing, regression analysis, etc.
Senior User Experience Researcher
Chicago, IL ยท On-site
$88K - $165K/yr
In this role, you will lead end-to-end research initiatives, leveraging experimentation, analytics, behavioral analysis, and causal inference to uncover customer insights and drive product decisions.
Senior User Experience Researcher
Chicago, IL ยท On-site
$88K - $165K/yr
In this role, you will lead end-to-end research initiatives, leveraging experimentation, analytics, behavioral analysis, and causal inference to uncover customer insights and drive product decisions.
Lead the design and execution of IEL's internal program evaluation curriculum to build RM team capacity in causal inference and impact evaluation methods * Manage lab-wide research learning and ...
Lead the design and execution of IEL's internal program evaluation curriculum to build RM team capacity in causal inference and impact evaluation methods * Manage lab-wide research learning and ...
Demonstrated ability to apply critical thinking, causal inference, abstract reasoning, and generalization to complex, ambiguous business and technical problems * Strong expertise developing ...
Demonstrated ability to apply critical thinking, causal inference, abstract reasoning, and generalization to complex, ambiguous business and technical problems * Strong expertise developing ...
Senior User Experience Researcher
Chicago, IL ยท On-site
$88K - $165K/yr
In this role, you will lead end-to-end research initiatives, leveraging experimentation, analytics, behavioral analysis, and causal inference to uncover customer insights and drive product decisions.
Senior User Experience Researcher
Chicago, IL ยท On-site
$88K - $165K/yr
In this role, you will lead end-to-end research initiatives, leveraging experimentation, analytics, behavioral analysis, and causal inference to uncover customer insights and drive product decisions.
Associate Director, Commercial Data Science
$60K - $60K/yr
Provide technical oversight for predictive modeling, customer targeting, next-best-action, causal inference, optimization, Generative AI, and other advanced analytical capabilities. * Guide technical ...
Associate Director, Commercial Data Science
$60K - $60K/yr
Provide technical oversight for predictive modeling, customer targeting, next-best-action, causal inference, optimization, Generative AI, and other advanced analytical capabilities. * Guide technical ...
Causal Inference information
See Chicago, IL salary details
$56.7K - $64.2K
0% of jobs
$64.2K - $71.7K
1% of jobs
$71.7K - $79.3K
3% of jobs
$79.3K - $86.8K
17% of jobs
$88.4K is the 25th percentile. Wages below this are outliers.
$86.8K - $94.4K
18% of jobs
The median wage is $99.1K / yr.
$94.4K - $101.9K
17% of jobs
$101.9K - $109.4K
18% of jobs
$109.7K is the 75th percentile. Wages above this are outliers.
$109.4K - $117K
17% of jobs
$117K - $124.5K
6% of jobs
$124.5K - $132K
1% of jobs
$132K - $139.6K
1% of jobs
$56.7K
$102.2K
$139.6K
How much do causal inference jobs pay per year?
What are the key skills and qualifications needed to thrive in the Causal Inference position, and why are they important?
Success in a Causal Inference role requires strong statistical knowledge, expertise in experimental and quasi-experimental methodologies, and advanced proficiency in programming languages like R or Python, typically acquired with an advanced degree in statistics, economics, data science, or a related field. Familiarity with specialized statistical software (such as Stata, SAS, or causal inference packages in R/Python), as well as experience with large datasets and machine learning tools, is highly valued. Excellent problem-solving abilities, clear communication, and collaboration skills are essential soft skills for effectively conveying complex findings to diverse teams. These competencies are critical to producing reliable insights that guide evidence-based decision-making in business, healthcare, or policy settings.
What are some common challenges faced in a Causal Inference position?
Professionals in Causal Inference often encounter challenges such as dealing with confounding factors, addressing selection bias, and ensuring the validity of assumptions behind statistical models. They must carefully design experiments or leverage observational data while staying vigilant about potential data quality issues and model limitations. Collaboration with subject matter experts, data engineers, and business stakeholders is common to ensure accurate contextualization of results. Overcoming these challenges requires a mix of technical acumen and strong communication skills to translate complex analyses into actionable recommendations.
What is a Causal Inference job?
A Causal Inference job involves using statistical and computational methods to determine cause-and-effect relationships from data. Professionals in this field work with observational and experimental data to identify causal impacts, often in domains like economics, healthcare, social sciences, and technology. They apply techniques such as propensity score matching, instrumental variables, and difference-in-differences to ensure rigorous analysis. These roles are commonly found in academia, policy research, and data science teams within tech and finance companies. Strong skills in statistics, programming (e.g., Python, R), and experimental design are typically required.

Full-time
Medical, Dental, Vision, Life, Retirement
Re-posted 8 days ago
Job description
At Amgen, if you feel like you're part of something bigger, it's because you are. Our shared mission-to serve patients living with serious illnesses-drives all that we do.
Since 1980, we've helped pioneer the world of biotech in our fight against the world's toughest diseases. With our focus on four therapeutic areas -Oncology, Inflammation, General Medicine, and Rare Disease- we reach millions of patients each year. Amgen is advancing a broad and deep pipeline of medicines to treat cancer, heart disease, inflammatory conditions, rare diseases, and obesity and obesity-related conditions. As a member of the Amgen team, you'll help make a lasting impact on the lives of patients as we research, manufacture, and deliver innovative medicines to help people live longer, fuller happier lives.
Our award-winning culture is collaborative, innovative, and science based. If you have a passion for challenges and the opportunities that lay within them, you'll thrive as part of the Amgen team. Join us and transform the lives of patients while transforming your career.
Data Science Director - Marketing Investment AnalyticsWhat you will doLet's do this. Let's change the world. In this vital role we are looking for an analytics executive who possesses excellent communication skills. The DS Director - Marketing Investment Analytics, will play a pivotal role in providing inputs, insights, and recommendations towards shaping and implementing our marketing strategies, ensuring our products reach the right audience and have a positive impact on patients' lives.
This role will lead the team responsible for is responsible for analyzing the performance of our commercial investments across sales, online and offline channels and provides analytical support throughout the investment lifecycle including sizing, experimental test design, measurement, optimization, and scenario planning.
The lead will oversee a group of data scientists leveraging advanced statistical modeling techniques working on the development of a suite of Marketing Mix Models and Multi-Touch Attribution models to holistically measure the incremental impact that marketing has on financial outcomes and build the framework to scenario plan and optimize investments across products, channels, and time.
This is a flex commuter/hybrid position in either Thousand Oaks, CA or Deerfield, IL offices, expected to be in office up to 3 times a week.
- Build, maintain, and evolve market level marketing mix models to estimate the causal impacts of marketing activities on Amgen's financial outcomes in the short and long term
- Leverage non-linear constrained optimization to operationalize the suite of Marketing Mix Models and develop a scenario planning and optimization tool that can be used by the Marketing Analytics and Marketing teams to optimize marketing investments across products, channels, markets, and time
- Lead causal inference and econometric analyses to understand and influence key levers of business growth with a crisp understanding of incremental impact. Design, implement, and analyze experiments and quasi-experiments to measure the impact of new commercial initiatives
- Accountable for measurement of spend efficiency and for recommendations on optimization of future spend across brands, tactics, channels, and audience types.
- Collaborate with Marketing, Media, Finance and other Analytics teams to help create marketing budgets and supervise spending to ensure cost-effectiveness and improve ROI.
- Hire, coach, mentor and lead a team of analytical leads that deliver data driven recommendations that inform commercial investment decisions
We are all different, yet we all use our unique contributions to serve patients. The professional we seek is a leader with these qualifications.
Basic Qualifications:
Doctorate degree and 4 years of experience in a quantitative field (e.g. Engineering, Computer Science, Applied Math, Statistics)
Or
Master's degree and 8 years of experience in a quantitative field (e.g. Engineering, Computer Science, Applied Math, Statistics)
Or
Bachelor's degree and 10 years of experience in a quantitative field (e.g. Engineering, Computer Science, Applied Math, Statistics)
In addition to meeting at least one of the above requirements, you must have at least 4 years experience directly managing people and/or leadership experience leading teams, projects, programs, or directing the allocation or resources. Your managerial experience may run concurrently with the required technical experience referenced above
Preferred Qualifications:
- Ability to collaborate with senior collaborators to translate business requirements into analytical plan and effectively communicate complex ideas/solutions to influence practical decision-making.
- Experience in pharmaceutical marketing or healthcare marketing, particularly analytics, data science and measurement roles.
- Knowledge of the pharmaceutical industry, regulations, and market dynamics preferred.
- Strong analytical skills (data sciences, primary market research/ secondary data analytics/ forecasting) with the ability to interpret data and make data-driven investment decisions.
- Excellent communication and presentation skills, with the ability to engage and influence partners.
- Proficiency in data analytics tools to drive strategic decision-making.
- Ability to work in a fast-paced environment and handle multiple projects simultaneously.
- Strong teamwork and collaboration skills, with the ability to work effectively in cross-functional teams.
- Develop, coach, lead, and retain a successful analytics team.
As we work to develop treatments that take care of others, we also work to care for your professional and personal growth and well-being. From our competitive benefits to our collaborative culture, we'll support your journey every step of the way.
The expected annual salary range for this role in the U.S. (excluding Puerto Rico) is posted. Actual salary will vary based on several factors including but not limited to, relevant skills, experience, and qualifications.
In addition to the base salary, Amgen offers a Total Rewards Plan, based on eligibility, comprising of health and welfare plans for staff and eligible dependents, financial plans with opportunities to save towards retirement or other goals, work/life balance, and career development opportunities that may include:
- A comprehensive employee benefits package, including a Retirement and Savings Plan with generous company contributions, group medical, dental and vision coverage, life and disability insurance, and flexible spending accounts
- A discretionary annual bonus program, or for field sales representatives, a sales-based incentive plan
- Stock-based long-term incentives
- Award-winning time-off plans
- Flexible work models where possible. Refer to the Work Location Type in the job posting to see if this applies.
In any materials you submit, you may redact or remove age-identifying information such as age, date of birth, or dates of school attendance or graduation. You will not be penalized for redacting or removing this information.
Application deadlineAmgen does not have an application deadline for this position; we will continue accepting applications until we receive a sufficient number or select a candidate for the position.
SponsorshipSponsorship for this role is not guaranteed.
As an organization dedicated to improving the quality of life for people around the world, Amgen fosters an inclusive environment of diverse, ethical, committed and highly accomplished people who respect each other and live the Amgen values to continue advancing science to serve patients. Together, we compete in the fight against serious disease.
Amgen is an Equal Opportunity employer and will consider all qualified applicants for employment without regard to race, color, religion, sex, sexual orientation, gender identity, national origin, protected veteran status, disability status, or any other basis protected by applicable law.
We will ensure that individuals with disabilities are provided reasonable accommodation to participate in the job application or interview process, to perform essential job functions, and to receive other benefits and privileges of employment. Please contact us to request accommodation.
.Salary Range
219,089.00 USD - 276,842.00 USD