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Social and Behavioral Sciences Commons™
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Full-Text Articles in Social and Behavioral Sciences
Prediction Of Individual Income: A Machine Learning Approach, Michael Matkowski
Prediction Of Individual Income: A Machine Learning Approach, Michael Matkowski
Honors Projects in Economics
The use of machine learning models to improve prediction problems and handle increasingly large datasets is a rising trend in economics. Prediction plays a particularly important role in applied economics because it provides critical insights to assess market outcomes. This study builds on previous literature to showcase the relative power of these modelling methodologies in economics through the prediction of income. This research utilizes data from the Current Population Survey from 2017 – 2020, containing 467,811 observations and 264 variables. 2017-2018 data served as training data for the models and 2019-2020 served as data for the two testing sets. The …
The Impact Of Twitter On The National Hockey League And Its Players, Benjamin Strauss
The Impact Of Twitter On The National Hockey League And Its Players, Benjamin Strauss
Honors Projects in Data Science
This study offers a new perspective on collecting and analyzing Twitter data surrounding the National Hockey League (NHL) to identify any trends or relationships between the data and overall performance during the 2021 abbreviated season. This paper provides and in-depth analysis by studying a sample of sixty of the top NHL players, specifically those who are typically top performers in the league, spanning over all thirty-one teams and all positions, this study was able to identify a deeper and broader perspective of what implications can be drawn from analyzing data from Twitter to both predict and reflect both individual player …