プロフィール詳細

プロジェクトを作成

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Dr. Andreas A.に依頼

United States

Causal Inference Economist and Behavioral Economist

プロフィール概要

My expertise lies in Causal Inference, Experiment Design and Behavioral Science. Let me provide some examples: Causal Inference - I can examine your company's data (or other available data sources) to extract causal relationships using micro-econometric techniques to help you understand what changes are associated with what impacts and thus what kinds of decisions are expected to drive which results. This is quite distinct from predictive modeling/analytics since we are trying to understand the causal effects of a change on an outcome and not how two variables move together. I'm happy to discuss further if you think causal inference might be what you are looking for. Experiment Design - I have about 15 years of experience designing and running experiments, collecting data and drawing conclusions. I have done so in 3 different countries both in Europe and the US. My experiments have ranged from field experiments (i.e. designing how one product's placement in a supermarket isle will impact a neighboring product's sales), Online A/B tests (i.e. the impact of website attributes like color, placement, design, ordering on site behavior of customers), Surveys (i.e. Conjoint studies, Pricing etc), and in laboratories. Behavioral Science - I am the author of academic articles published in top journals, book chapter reviews and multiple non-academic resources on the science of behavior change. Most of my work has been conducted alongside experiment design and causal inference studies. Some of my areas of expertise include designing optimal informational and financial incentives to achieve desired behavior, changing subjective perceptions, aspirations, confirmation bias, and others. I often collaborate on projects with other data scientists with complementary skills like Dr. Panayiotis Petousis who is also an expert on Kolabtree.

専門分野

• ★ Data Analysis
• ☆ Machine Learning
• ☆ Behavioural Economics

サービス

• Writing
• Research
• Consulting
• Data & AI
• Product Development

Writing Technical Writing, Copywriting, Newswriting

Research Market Research, Meta-Research

Consulting Digital Strategy Consulting, Scientific and Technical Consulting

Data & AI Predictive Modeling, Statistical Analysis, Data Visualization, Big Data Analytics, Data Processing, Data Insights

Product Development Product Evaluation, Product Validation, Concept Development

職務経験

Behavioral Scientist

Zillow

1月 2021 - 現在

Economist

Cornerstone Consulting

9月 2020 - 12月 2020

Researcher

Center for Economic and Social Research

5月 2017 - 5月 2020

学歴

PhD in Economics

University of Southern California

9月 2015 - 12月 2020

MS Computer Science

University of Southern California

9月 2016 - 12月 2017

MS Economics

University of Southern California

9月 2015 - 6月 2016

BS Economics

The University of Nottingham

9月 2010 - 6月 2013

認定資格

• 認定資格の詳細は未入力です。