Applied AI Scientist - Commercial

Posted 4 Days Ago
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Bridgewater, NJ, USA
In-Office
190K-225K Annually
Senior level
Pharmaceutical • Manufacturing
The Role
Build and deploy production machine learning, forecasting, optimization, and agentic AI systems for pharmaceutical commercial decisions. Develop pricing, contracting, customer profitability, portfolio, market access, and revenue models; create LLM applications for document extraction and intelligence workflows; monitor model performance and data quality; validate business impact with Finance; and present recommendations to commercial leadership.
Summary Generated by Built In

Description:

The Applied AI Scientist - Commercial builds and deploys machine learning and agentic AI systems that improve pricing, contracting, customer, and portfolio decisions across Amneal's generics and specialty businesses. This is a hands-on technical role accountable for production systems used daily by Commercial Operations, Pricing & Contracting, Marketing, and Market Access, with business outcomes baselined and validated by Finance. The role sits within the Enterprise AI Transformation function.

Essential Functions:

  • Decision Support System
    • Develop predictive and optimization models with LLM as interface supporting customer bid and tender decisions, including win-probability modeling and price-volume trade-off analysis across the generics portfolio.
    • Build revenue and volume forecasting models at NDC and brand level accounting for competitive entrants, loss of exclusivity, price erosion curves, and customer concentration.
    • Analyze gross-to-net performance, chargeback, and rebate data to identify and quantify margin leakage, and implement recurring detection rather than one-time analysis.
    • Model customer and channel profitability across wholesalers, GPOs, retail, and specialty accounts to inform contracting strategy and account prioritization.
  • Business Impact and Governance
    • Instrument deployed models with monitoring for drift, data quality, and business KPI degradation, and own remediation.
    • Establish benefit baselines with business owners, partner with Finance to validate realized impact, and document methodology to a standard supporting internal audit and SOX review where financially material. 
    • Present findings, recommendations, and model limitations to Commercial leadership.
  • Growth & Portfolio Insights
    • Build analytics supporting specialty product launches, including patient and prescriber dynamics, payer coverage and access barriers, and field targeting.
    • Develop portfolio and business development models assessing new product opportunity: market size, expected entrant count, erosion trajectory, and risk-adjusted return.
  • AI Solution Development
    • Build LLM-based and agentic applications for commercial workflows, including contract, tender, and market intelligence document extraction, supported by formal evaluation sets and regression testing.

Qualifications

Education:

  • Bachelors Degree (BA/BS) Computer Science, Statistics, Economics, Operations Research, or related quantitative field (with equivalent demonstrated experience) - Required
  • Master's Degree (MS/MA) Computer Science, Statistics, Economics, Operations Research, or related quantitative field - Preferred
  • Ph. D. Computer Science, Statistics, Economics, Operations Research, or related quantitative field - Preferred

Experience:

  • 5 years or more in Developing and deploying machine learning models in a production environment
  • 5 years or more in Advanced proficiency with Python and SQL, including experience with PySpark or comparable distributed processing
  • 5 years or more in Demonstrated application of forecasting, pricing, or econometric methods to commercial problems
  • 5 years or more in Pharmaceutical or life sciences commercial analytics

Specialized Knowledge:

  • Working knowledge of Agentic LLM application patterns including retrieval-augmented generation, structured extraction, and evaluation methodology (required)
  • Track record of working directly with business stakeholders to define problems, agree success measures, and drive adoption (required)
  • Generics market dynamics: gross-to-net accounting, chargebacks, rebates, GPO and wholesaler contracting, price erosion modeling (preferred)
  • Specialty and branded commercial analytics: payer and market access data, prescriber-level targeting, patient services data (preferred)
  • Third party pharmaceutical data assets - IQVIA, Symphony, or equivalent (preferred)
  • Databricks (Unity Catalog, Delta Lake, MLflow) and cloud ML platforms such as Amazon Bedrock or SageMaker (preferred)
  • Causal inference methods for observational data (preferred)

The salary range for this position ranges from $190,000 - $225,000 per year. In addition, Amneal offers a short-term incentive opportunity, such as a bonus or performance-based award with this position within the first 12 months. Amneal ranges reflect the Company’s good faith estimate of what Amneal reasonably believes that it will pay for said position at the time of the posting. Individual compensation will ultimately be determined based on a variety of relevant factors, including but not limited to, qualifications, experience, geographic location and other relevant skills.

About Us

Amneal is an Equal Opportunity Employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex (including pregnancy, childbirth, or related medical conditions), sexual orientation, gender identity, national origin, age, disability, genetic information, protected veteran status, or any other characteristic protected by applicable federal, state, or local laws. If you require a reasonable accommodation to complete the application process or to participate in any part of the hiring process, please contact us at [email protected]. Requests will be handled confidentially and in accordance with applicable laws. 


About the Team

The Human Resources team partners with all aspects of the organization, driving success through the effective and innovative management of people for both current and future business needs.

 

Key roles that the Human Resources team performs:

 

Executive Role: Specialists in all aspects of people management. High-level input at strategic level into all key business decisions.

 

Audit Role: Ensures all areas of the organization are compliant with legal requirements AND best practice employment policies and procedures.

 

Facilitator Role: Close partnership to support, advise and extend the ability of all areas of the organization to meet their objectives through implementation of highly effective employment practices in areas such as Talent Acquisition, Learning and Development, Reward systems, Performance Management, Health and Wellbeing.

 

Consultancy Role: Provide expert advice to the organization and it’s managers on any aspect of workforce management and employee relations and performance.

 

Service Role: Ensure the organization is fully aware of and is equipped to deal with developments impacting employment matters, such as changes in legislation, changes in the characteristics of the labor market.


Skills Required

  • Bachelor’s degree in Computer Science, Statistics, Economics, Operations Research, or a related quantitative field, or equivalent demonstrated experience
  • At least 5 years developing and deploying machine learning models in production environments
  • At least 5 years of advanced Python and SQL proficiency, including PySpark or comparable distributed processing
  • At least 5 years applying forecasting, pricing, or econometric methods to commercial problems
  • At least 5 years of pharmaceutical or life sciences commercial analytics experience
  • Working knowledge of agentic LLM application patterns, including retrieval-augmented generation, structured extraction, and evaluation methodology
  • Experience working directly with business stakeholders to define problems, establish success measures, and drive adoption
  • Master’s degree in Computer Science, Statistics, Economics, Operations Research, or a related quantitative field
  • Ph.D. in Computer Science, Statistics, Economics, Operations Research, or a related quantitative field
  • Knowledge of generics market dynamics, including gross-to-net accounting, chargebacks, rebates, GPO and wholesaler contracting, and price erosion modeling
  • Knowledge of specialty and branded commercial analytics, including payer and market access data, prescriber targeting, and patient services data
  • Experience with third-party pharmaceutical data assets such as IQVIA or Symphony
  • Experience with Databricks, Unity Catalog, Delta Lake, MLflow, Amazon Bedrock, or SageMaker
  • Experience with causal inference methods for observational data

Amneal Pharmaceuticals Compensation & Benefits Highlights

The following summarizes recurring compensation and benefits themes identified from responses generated by popular LLMs to common candidate questions about Amneal Pharmaceuticals and has not been reviewed or approved by Amneal Pharmaceuticals.

  • Healthcare Strength Medical coverage is presented as comprehensive with day-one eligibility for many U.S. roles, supported by wellness resources and transparency around plan information.
  • Affordable Benefits Employer contributions toward health coverage are described as generous, including periods where cost increases were absorbed and future employee contributions kept below broader trends.
  • Retirement Support A 401(k) plan with a company match and strong participation is positioned as a core element of the Total Rewards package.

Amneal Pharmaceuticals Insights

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The Company
HQ: Bridgewater, New Jersey
7,045 Employees
Year Founded: 2002

What We Do

Amneal Pharmaceuticals, Inc. (NASDAQ: AMRX) is guided by a simple belief: essential medicines should be accessible to everyone. What began as a promise to deliver high-quality, affordable medicines has evolved into a diversified portfolio spanning complex generics and injectables, biosimilars, and specialty medicines, including more than 290 products, with scale and capabilities that help reach patients across the healthcare system while combining world-class precision with a deep sense of personal responsibility for every dose we deliver. Content is for informational purposes only and 3rd party content does not reflect Amneal’s opinions. Amneal has the right to remove comments that violate another’s copyright or intellectual property, mention an Amneal product, use profanity or are defamatory, promote and solicit for third-party sites, initiatives, or products, or are factually inaccurate or misleading or spam. Amneal recommends that you consult with your healthcare provider regarding personal health matters. To report a product complaint or adverse event related to an Amneal product, contact Drug Safety at 877-835-5472, option 3 or [email protected]. If you are currently experiencing a life-threatening event, please immediately contact 911.

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