{"title":"MLB 内野转移的因果效应","authors":"Sonia Markes, Linbo Wang, Jessica Gronsbell, Katherine Evans","doi":"arxiv-2409.03940","DOIUrl":null,"url":null,"abstract":"The infield shift has been increasingly used as a defensive strategy in\nbaseball in recent years. Along with the upward trend in its usage, the\nnotoriety of the shift has grown, as it is believed to be responsible for the\nrecent decline in offence. In the 2023 season, Major League Baseball (MLB)\nimplemented a rule change prohibiting the infield shift. However, there has\nbeen no systematic analysis of the effectiveness of infield shift to determine\nif it is a cause of the cooling in offence. We used publicly available data on\nMLB from 2015-2022 to evaluate the causal effect of the infield shift on the\nexpected runs scored. We employed three methods for drawing causal conclusions\nfrom observational data -- nearest neighbour matching, inverse probability of\ntreatment weighting, and instrumental variable analysis -- and evaluated the\ncausal effect in subgroups defined by batter-handedness. The results of all\nmethods showed the shift is effective at preventing runs, but primarily for\nleft-handed batters.","PeriodicalId":501172,"journal":{"name":"arXiv - STAT - Applications","volume":null,"pages":null},"PeriodicalIF":0.0000,"publicationDate":"2024-09-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Causal effect of the infield shift in the MLB\",\"authors\":\"Sonia Markes, Linbo Wang, Jessica Gronsbell, Katherine Evans\",\"doi\":\"arxiv-2409.03940\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The infield shift has been increasingly used as a defensive strategy in\\nbaseball in recent years. Along with the upward trend in its usage, the\\nnotoriety of the shift has grown, as it is believed to be responsible for the\\nrecent decline in offence. In the 2023 season, Major League Baseball (MLB)\\nimplemented a rule change prohibiting the infield shift. However, there has\\nbeen no systematic analysis of the effectiveness of infield shift to determine\\nif it is a cause of the cooling in offence. We used publicly available data on\\nMLB from 2015-2022 to evaluate the causal effect of the infield shift on the\\nexpected runs scored. We employed three methods for drawing causal conclusions\\nfrom observational data -- nearest neighbour matching, inverse probability of\\ntreatment weighting, and instrumental variable analysis -- and evaluated the\\ncausal effect in subgroups defined by batter-handedness. The results of all\\nmethods showed the shift is effective at preventing runs, but primarily for\\nleft-handed batters.\",\"PeriodicalId\":501172,\"journal\":{\"name\":\"arXiv - STAT - Applications\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2024-09-05\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"arXiv - STAT - Applications\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/arxiv-2409.03940\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - STAT - Applications","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2409.03940","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
The infield shift has been increasingly used as a defensive strategy in
baseball in recent years. Along with the upward trend in its usage, the
notoriety of the shift has grown, as it is believed to be responsible for the
recent decline in offence. In the 2023 season, Major League Baseball (MLB)
implemented a rule change prohibiting the infield shift. However, there has
been no systematic analysis of the effectiveness of infield shift to determine
if it is a cause of the cooling in offence. We used publicly available data on
MLB from 2015-2022 to evaluate the causal effect of the infield shift on the
expected runs scored. We employed three methods for drawing causal conclusions
from observational data -- nearest neighbour matching, inverse probability of
treatment weighting, and instrumental variable analysis -- and evaluated the
causal effect in subgroups defined by batter-handedness. The results of all
methods showed the shift is effective at preventing runs, but primarily for
left-handed batters.