Audrey Zhang

Senior Forward Deployed AI Scientist @ BCG

San Francisco, California, United States

About

I’m a senior data scientist with 7+ years of experience applying machine learning and AI to solve complex business problems and drive measurable impact across a wide range of industries and applications. My expertise lies in leading the full lifecycle of analytics initiatives—from designing solutions and building models to collaborating with cross-functional teams and deploying production-grade systems. What sets me apart is my ability to navigate ambiguity and thrive in fast-paced environments—translating cutting-edge AI/ML techniques into intuitive, reliable solutions that generate lasting impact.

Experience

  • Boston Consulting Group (BCG) (San Francisco Bay Area)
    • Senior Forward Deployed AI Scientist
      Jan 2025 - Present · 1 yr 7 mos

      - Led the design and implementation of a large-scale causal inference model, using statistical methods (difference-in-difference) to analyze the impact of price changes on consumer demand, for a large retailer client - Independently developed an inventory fulfillment simulation engine (Monte Carlo simulations) to optimize inventory planning strategies for an auto parts manufacturer

    • Data Scientist
      Jul 2022 - Jan 2025 · 2 yrs 7 mos

      - Led the design and development of an LLM-powered product analysis tool to drive product assortment & pricing strategy for an industrial supply company - Deployed an end-to-end, production-grade ML pipeline to forecast demand and price sensitivity. Collaborated with engineers and designers to build a digital ad planning and forecasting tool for a national pharmacy chain - Built a Prophet-based time-series model to forecast demand for a major US airline

  • Graduate Student at Carnegie Mellon University
    Aug 2020 - Jun 2022 · 1 yr 11 mos

  • Acumen, LLC (Burlingame, California, United States)
    • Data and Policy Analyst IV
      Mar 2019 - Aug 2020 · 1 yr 6 mos

      As program manager, oversaw 2 separate work streams with ongoing analyses to audit over $90 billion in annual Medicare payments for fraudulent billing, generating ~$35 million in federal savings annually. As lead analyst, designed & implemented difference-in-difference, time-series and outlier analyses using SAS to measure impact of 2 Medicare innovation programs and identify strategies for improvement. Developed algorithm to identify patients with chronic conditions or other vulnerable populations, detecting & mitigating discriminatory behavior in the national Medicare Diabetes Prevention Program. Directed 2 cross-functional teams of 17 analysts & 4 direct reports to achieve project milestones.

    • Data and Policy Analyst I - III
      Aug 2016 - Feb 2019 · 2 yrs 7 mos

      Acted as lead liaison between senior-level government clients and internal team. Managed client expectations and oversaw internal timelines and deliverables. Generated tangible, interactive visualizations using Excel, and presented key findings to clients. Ideated solutions to national health challenges & contributed to 8 government contract proposals Trained 14 cohorts of new analysts in quantitative & qualitative research methods & applications.

  • Outreach Volunteer at Clinic by the Bay
    Jun 2018 - Jun 2020 · 2 yrs 1 mo

    Engaged local communities and businesses in a Block-by-Block campaign to increase awareness of the organization and to promote free clinical services for uninsured, low-income adults. Provided critical expertise in community outreach based on prior canvassing experience and assist in the design and implementation of community integration strategies.

  • Product Manager at Advance Social Innovation
    Aug 2017 - Jan 2019 · 1 yr 6 mos

    Managed team of 7 engineers, UI/UX designers, & content writers to create a web tool which streamlines the initial funding process for early-stage women- and minority-led social enterprises by providing start-up valuation support and connections to investors.