Beacon Economics

Kailei Lin Research Associate, Spatial Statistics

Kailei Lin is a Spatial Statistics Research Associate at Beacon Economics. Ms. Lin conducts data research and analysis that crosses multiple practice areas within the firm including Sustainable Growth and Development, Regional and Sub-Regional Analysis, and Housing, Land Use, and Real Estate Analysis. Her current work portfolio includes integrating and developing logistical and internal cloud-based data models and analyzing Geospatial and U.S. Census data for a variety of demographic and economic indicators.

Through her interdisciplinary study in Data Science and Spatial Analysis, Ms. Lin has developed strong expertise in quantitative geospatial analysis and modeling; analysis of programing algorithms; data mining and aggregation over large-scale datasets; ArcGIS; and data visualization. She works with classification methods, including K-means clustering, to understand the dynamics of transit ridership and transit user segmentation, and generates data features on platforms such as Apache Spark and Snowflake to decompose large-scale, location-based problems. As part of NASA Harvest, Ms. Lin applied her statistical programming skills in Python and R to develop a global crop yield forecasting system using satellite and weather data. These results fed into a public web forum, helping government and private agencies monitor food shortages.

Prior to joining Beacon Economics, Ms. Lin interned as a Map Software Engineer for technology startup TuSimple where she built high-definition maps from massive 3D LiDar data and captured and debugged over 300,000 errors in map products by performing root cause analysis. Her work helped the company expand its regional freight network coverage. Ms. Lin also interned as a Data Analyst with the Guangzhou City Planning Kance Design & Research Institute in Guangzhou, China where she conducted data cleaning of building footprints data using ArcGIS, SQL, and python.

Ms. Lin holds an M.S. in Spatial Data Science from the University of Southern California and a B.S. in Urban Planning with a certificate in Geographic Information Systems and Cartography from Miami University.

contact details

+1 424.320.0070
110 South Fairfax Avenue, Suite 380 Los Angeles, California 90036

Social Profiles

No Nonsense Economics

  • The Changing Patterns Of Holiday Spending

    The holidays have always been a time of higher-than-normal consumer spending. However, a drift downward in spending at this festive time of year has been occurring for years. This is likely a function of many things, the most important of which may be the decline in the number of children in the United States.

    December 21, 2023
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  • Fed Policy in 2024: Bad News For People Who Like Bad News

    For all the sophistication of modern asset markets, at their core, they are still just Keynesian beauty contests. Keynes’s metaphor for the markets derived from a special type of beauty contest where the judges don’t pick who they think is most attractive, but who they think will be most attractive to all the other judges. His intuition is that traders are mainly trying to anticipate what the average trader thinks the average trader thinks is about to happen. Such nested logic can generate wild volatility in the market’s response to the silliest peices of news. This has been proven yet again in the waning days of 2023 with a big jump in equity and bond prices, all because of the odd notion that there has been a sharp pivot in Federal Reserve policy. The market now anticipates that the Fed will lower interest rates multiple times next year.

    December 19, 2023
    Read More

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