mlb group project

Through my involvement in the MLB group project and the subsequent individual paper, I honed critical skills in data analysis and interpretation, essential for navigating today's data-centric professional landscape. This comprehensive work focused on analyzing Major League Baseball postseason data from 1980 to 2023, demanding meticulous data collection, organization, and analysis of complex and extensive datasets.

In the group project, we delved into player performance in the postseason and the predictive value of regular season statistics for World Series appearances and victories. This required us to manage and interpret large-scale data, employing advanced statistical techniques such as regression analysis and t-tests. The experience underscored my capability to discern meaningful patterns and insights from vast amounts of data, a skill crucial in roles that require strategic decision-making based on complex information.

In my individual paper, I further refined these skills, concentrating on weighted on-base averages (wOBA) and wins above replacement (WAR) to evaluate individual players' postseason performances. This endeavor showcased my proficiency in handling detailed statistical examination and qualitative assessment, balancing between quantitative analysis and broader interpretive insights.

Together, these projects have significantly prepared me for careers that demand a deep understanding of data analysis. They have cultivated my abilities in meticulous data management, advanced statistical application, pattern recognition, and collaborative teamwork. These competencies are vital for effective decision-making and strategy development in a data-driven world, underscoring my potential as a valuable asset in various analytical and decision-making roles.

research questions

  • Do people perform better in the postseason when they have played in previous postseasons?

  • Do previous postseson stats correlate to current post season stats?

  • Do players regular season stats correlate ot their post season success and stats?

  • How teams overall pitching and hitting change on championship teams?

  • Players from the 2023 postseson teams (people who have played in multiple postseasons)

  • Regular season win percentage vs post season win percentage and if there is a correlation of success?

spreadsheet

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