Max Livingston
I am currently a data scientist at Datadog, where I use machine learning to detect anomalous patterns across a variety of applications. Before that, I was Director of Data Science at Freebird, modeling flight cancellations, delays, and last-minute prices. My background is originally in economics – I wrote my undergrad thesis about the effects of teacher unionization on school district spending and performance, and then worked at the New York Fed, where I primarily focused on education research.
Publications, Presentations, Blogs, & Working Papers
Flight Disruptions
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- Scaling Bayesian Inference: A Case Study (slides and video),
- Presented at 5th International Conference on Predictive Applications and APIs, Boston, October 2018.
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- Prediction and Uncertainty Quantification of Daily Airport Flight Delays,
- with Thomas Vandal, Camen Piho, and Sam Zimmerman.
- Proceedings of The 4th International Conference on Predictive Applications and APIs, in PMLR 82:45-51, 2018.
Consumer Expectations
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- (Unmet) Credit Demand of American Households,
- with Basit Zafar and Wilbert van der Klaauw. Liberty Street Economics Blog, November 2013.
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- My Two (Per)cents: How Are American Workers Dealing with the Payroll Tax Hike?,
- with Basit Zafar and Wilbert van der Klaauw. Liberty Street Economics Blog, May 2013.
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- Rising Household Debt: Increasing Demand or Increasing Supply?,
- with Basit Zafar and Wilbert van der Klaauw. Liberty Street Economics Blog, May 2014.
Sandy Impact Analysis
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- The Impact of Superstorm Sandy on New York City School Closures and Attendance,
- with Rajashri Chakrabarti. Liberty Street Economics Blog, December 2012.
School District Finances
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- The Impact of the Great Recession on School District Finances: Evidence from New York,
- with Rajashri Chakrabarti and Elizabeth Setren, Economic Policy Review, October 2015.
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- Did Cuts in State Aid during the Great Recession Lead to Changes in Local Property Taxes?,
- with Rajashri Chakrabarti and Joydeep Roy. Education Finance and Policy, Fall 2014.
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- Historical Echoes: The Changing Face of Education in the United States,
- with Rajashri Chakrabarti and Amy Farber. Liberty Street Economics Blog, September 2013.
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- Still Not Out of the Woods? New Jersey Schools during the Recession and Beyond,
- with Rajashri Chakrabarti. Staff Reports, Federal Reserve Bank of NY, September 2013.
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- The Long Road to Recovery: New York Schools in the Aftermath of the Great Recession,
- with Rajashri Chakrabarti. Staff Reports, Federal Reserve Bank of NY, September 2013.
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- Just Released: Mapping Changes in School Finance,
- with Rajashri Chakrabarti. Liberty Street Economics Blog, July 2013.
Undergraduate Thesis
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- The Effect of Teachers’ Unions on District Performance or: “Hey Teacher! Leave Them Kids Alone?”,
- Wesleyan University, May 2013.