Designing a data pipeline to analyze gender equity in college sports

Spring 2025 Massive Data Fundamentals final project

References

Casciani, N. (2021, January 26). 6 Ways to Raise Awareness of Title IX On and Off Campus. Traliant. https://www.traliant.com/blog/6-ways-to-raise-awareness-of-title-ix-on-and-off-campus/

Fry, R., Kennedy, B., & Funk, C. (2021, April 1). STEM Jobs See Uneven Progress in Increasing Gender, Racial and Ethnic Diversity. Pew Research Center. https://www.pewresearch.org/social-trends/2021/04/01/stem-jobs-see-uneven-progress-in-increasing-gender-racial-and-ethnic-diversity/

Hurst, K. (2024, November 18). U.S. women are outpacing men in college completion, including in every major racial and ethnic group. Pew Research Center. https://www.pewresearch.org/short-reads/2024/11/18/us-women-are-outpacing-men-in-college-completion-including-in-every-major-racial-and-ethnic-group/#:~:text=Today%2C%2047%25%20of%20U.S.%20women,from%2025%25%20to%2037%25).

Keyes, D. (2024, June 27). A step-by-step guide to parameterized reporting in R using Quarto. R for the Rest of Us. https://rfortherestofus.com/2024/06/parameterized-reporting-quarto

National Collegiate Athletic Association (NCAA). (n.d.) Gender Equity / Title IX Important Facts. https://www.ncaa.org/sports/2013/11/21/gender-equity-title-ix-important-facts.aspx

National College Players Association (NCPA). (n.d.). About The NCPA. https://www.ncpanow.org/about-us.

National Women’s Law Center (NWLC). (2022a, June 21). The Battle for Gender Equity in Athletics in Colleges and Universities. https://nwlc.org/resource/the-battle-for-gender-equity-in-athletics-in-colleges-and-universities/

National Women’s Law Center (NWLC). (2022b, June 21). Quick Facts About Title IX and Athletics. https://nwlc.org/resource/quick-facts-about-title-ix-and-athletics

National Women’s Law Center (NWLC). (n.d.). Equity in Athletics Disclosure Act. https://www.bloomfield.edu/wp-content/uploads/2024/05/EADAFactsheet_June-07.pdf

Office of Civil Rights. (n.d.). Intercollegiate Athletics Policy: Three-Part Test – Part Three Q’s & A’s. U.S. Department of Education. https://www.ed.gov/laws-and-policy/civil-rights-laws/sex-discrimination/intercollegiate-athletics-policy-three-part-test–part-three-qs-as

Office of Postsecondary Education. (n.d.). Equity in Athletics Data Analysis. U.S. Department of Education. https://ope.ed.gov/athletics/#/datafile/list

United States Government Accountability Office (GAO). (2024, April). College Athletics: Education Should Improve Its Title IX Enforcement Efforts. https://www.gao.gov/products/gao-24-105994.