新冠疫情爆發初期新冠疫情爆發初期，為避免群聚及交叉感染，許多公共賽事紛紛 採取應變措施，為體育運動產業造成嚴峻的挑戰，卻同時提供轉型的契機。許多職業運 動場館必須尋求機遇並將之轉化為發展的動力，瞭解影響運動賽事消費發展的決定因素 並進行預測。
本篇研究使用中華職業棒球大聯盟 2022 賽季的 300 場資料，透過普通最小平方法 (Ordinaryleastsquares,OLS) 與Tobit模型的迴歸分析，旨在分析新冠疫情相關指標以及 其他控制變數，包括場館特徵、特殊節日、天氣狀況以及市場特徵對於職業運動觀賽人 數之影響。
研究結果顯示，新冠疫情相關指標之確診人數對觀賽人數存在負面影響。由於疫情 風險的不確定性，觀眾選擇不參與大型聚會。此外，我們也發現主題日可作為有效提升 觀賽人數的行銷方法，透過營造獨特的氛圍和體驗，增加觀眾的參與和留存率，能夠吸 引更多觀眾前來觀賞，其影響程度甚至超越確診人數。研究結果有望成為職業運動在未 來面對公共衛生相關嚴重傳染疾病時的參考依據，協助運動場館在考量疫情的情況下， 加強場館的管理模式，透過評估觀賽人數，避免多餘的人力與經營成本。

During the initial outbreak of the COVID-19 pandemic, numerous public sporting events took preventive measures to avoid gatherings and cross-infections. This presented significant challenges to the sports industry while offering opportunities for transformation. Many professional sports stadiums had to seek and capitalize on these opportunities to drive development and understand the determining factors influencing sports event consumption, thereby making informed predictions.
This research utilizes data from 300 Chinese Professional Baseball League games during the 2022 season. It employs Ordinary Least Squares (OLS) and Tobit regression models to analyze the impact of COVID-19-related indicators and other control variables on attendance at professional sports events.
The results indicate that the number of confirmed cases has a significant negative impact on attendance. The uncertainty surrounding the pandemic's risks leads to attendances opting out of large gatherings. Additionally, we observed that themed events, as a practical marketing approach, significantly enhance attendance. These findings are expected to serve as valuable reference points for professional sports in dealing with severe infectious diseases related to public health in the future. They can assist sports stadiums in strengthening their management models by evaluating attendance and minimizing unnecessary human resources and operational costs, particularly in the context of pandemic considerations.

方怡潔、王俊人 (2019)。中華職棒觀眾進場觀賽之因素分析。大專體育學刊，21(2)，
97-109。https://doi.org/10.5297/ser.201906_21(2).0001
王怡翔 (2020，4 月 1 日)。閉門落空 桃猿首周損失破千萬。三立新聞網。
https://today.line.me/tw/v2/article/GLngML
中華民國總統府 (2022，7 月 22 日)。總統出席「2022 味全龍新竹主場開幕戰開球」。
總統府新聞。https://www.president.gov.tw/News/26828
中華電信 (2021，8 月 9 日)。奧運轉播新紀錄 中華電信締造串流媒體新里程碑 MOD 全頻道接觸人次突破 7600 萬 Hami Video 全站瀏覽量突破 2.7 億。中華電信。 https://www.cht.com.tw/zh-tw/home/cht/messages/2021/0809-1630
中華職棒大聯盟 (無日期)。關於中職。中華職棒大聯盟全球資訊網。擷取於 2022 年 11 月 10 日，https://www.cpbl.com.tw/about/fans
吳志揚、葉公鼎、李彩雲、古育庭、馮勝賢、李孟霖 (2021)。中華職棒大聯盟 2020 年季賽現場觀眾新冠肺炎風險管理認知與觀賽現場防疫舉措知覺之研究。臺灣體 育運動管理學報，21(2)，147-174。https://doi.org/10.6547/tassm.202112_21(2).0002
味全龍 (無日期)。味全龍，最堅毅的棒球隊。味全龍官方網站 WeiChuan Dragons。擷 取於 2022 年 11 月 12 日，https://www.wdragons.com/about/
翁志強 (2009)。中華職棒球賽觀眾人數影響因素之探討。長榮運動休閒學刊，(3)，24- 33。https://doi.org/10.29632/CRYDSSSK.200906.0003
翁培文 (2018)。影響中華職棒觀眾人數因素之探討 (2011-2015)。休憩管理研究， 5(1)，25-40。https://www.airitilibrary.com/Publication/Index?FirstID=P20151002001- 201808-201904020020-201904020020-25-40
高俊雄 (2020)。臺灣體育運動因應全球新冠疫情之策略與產業政策。臺灣體育運動管 理學報，20(2)，113-132。https://doi.org/10.6547/tassm.202012_20(2).0001
統一獅 (無日期)。雄獅歷史。統一獅官方網站。擷取於 2022 年 11 月 12 日， https://www.uni-lions.com.tw/team-story.aspx
47
陳仁華 (2021，12 月 1 日)。台灣大賽中信兄弟橫掃統一獅 破「7 年 6 亞」魔咒奪隊史 第 8 冠。中央通訊社。https://www.cna.com.tw/news/firstnews/202112015015.aspx
陳必芳、施函君、賴淑寬、闕于能、陳秋美、許建邦、劉定萍 (2020)。國內外 COVID-19 疫情研析及風險評估。疫情報導，36(15)，213-224。 https://doi.org/10.6524/EB.202008_36(15).0001
陳延昇 (2021)。球迷認同需求與運動媒介:運動賽事收看行為與娛樂經驗之影響因素 分析。資訊社會研究，(40)，135-162。 https://doi.org/10.29843/JCCIS.202101_(40).0006
陳宗毅、黃煜 (2010)。職業運動賽會門票銷售通路之探討-以中華職業棒球聯盟為例。 中華體育季刊，24(4)，120-129。https://doi.org/10.6223/qcpe.2404.201012.2013
陳映廷 (2021)。新冠肺炎疫情下美術館觀眾參觀需求: 以臺北市立美術館為例。博物 館與文化，22，109-132。 https://www.airitilibrary.com/Publication/alDetailedMesh?DocID=P20161128001- 202112-202201030025-202201030025-109-132&PublishTypeID=P001
陳思妤、許家瑋、陳諾、陳映廷、林詠能 (2020)。新冠肺炎疫情對臺灣民眾參觀博物 館決策之影響。博物館與文化，20，3-37。 https://www.airitilibrary.com/Publication/alDetailedMesh?DocID=P20161128001- 202012-202101260015-202101260015-3-37&PublishTypeID=P001
陳祖傑 (2022，7 月 28 日)。新竹棒球場重生為何惹議?公視新聞網。 https://news.pts.org.tw/curation/92
莊忠柱、陳天賜、姚為守 (2004)。職業棒球主場觀眾人數的影響因素之探討-以中華職 棒聯盟為例。體育學報，(37)，163-175。 https://doi.org/10.6222/pej.0037.200409.2414
莊嘉坤、郭書豪 (2008)。中華職棒產業發展歷程與影響經營因素之探討。建國科大學 報，27(2)，29-45。https://doi.org/10.6995/JCTU.200801.0029
黃成志、李育忠 (2004)。淺談職棒運動在台灣的發展。大專體育，(71)，54-58。 https://doi.org/10.6162/SRR.2004.71.08
許淑華、許家瑋 (2020)。衝擊與挑戰:博物館面對 COVID-19 疫情的策略與機會。博 物館與文化，19，161-173。 https://www.airitilibrary.com/Publication/alDetailedMesh?DocID=P20161128001- 202006-202007080021-202007080021-161-173&PublishTypeID=P001
48
張凱翔 (2008)。臺灣棒球運動的發展與回顧。臺中教育大學體育學系系刊，(3)，130- 136。https://doi.org/10.29781/NTCUPE.200808.0025
富邦悍將 (無日期)。富邦悍將棒球隊。富邦悍將棒球隊官方網站。擷取於 2022 年 11 月 14 日，https://www.fubonguardians.com/content/info/Team
葉公鼎 (2013)。大型運動賽會經營管理 (2 版)。華杏圖書有限公司。 葉雅正、李香枝 (2004)。我國社會體育運動組織問題探討。大專體育，(72)，107-
111。https://doi.org/10.6162/SRR.2004.72.20
樂天桃猿官方網站 (無日期)。成立起源。Rakuten Monkeys 樂天桃猿官方網站。擷取
於 2022 年 11 月 14 日，https://monkeys.rakuten.com.tw/custom/236
鄭燦堂 (2022)。風險管理:理論與實務 (11 版)。五南圖書出版股份有限公司。
衛生福利部疾病管制署 (2022，9 月 13 日)。嚴重特殊傳染性肺炎(COVID-19)因應指 引:公眾集會。衛生福利部疾病管制署。 https://www.cdc.gov.tw/Uploads/0f835143-c577-456b-8f3e-c4bb4cdf8460.pdf
蔡翔証 (2007)。中華職棒大聯盟現場觀賞潛在顧客未消費行為導因之研究。臺灣體育 運動管理學報，(5)，277-297。https://doi.org/10.6547/tassm.2007.0014
謝靜雯 (2022，7 月 24 日)。新竹棒球場啟用 2 天 3 選手受傷 中職球員工會籲暫停使 用。中央通訊社。https://www.cna.com.tw/news/aspt/202207240057.aspx
Alexander, D. L. (2001). Major League Baseball monopoly pricing and profit-maximizing behavior. Journal of Sports Economics, 2(4), 341-355. https://doi.org/10.1177/15270025010020040
Andreff, M., & Andreff, W. (2009). Global trade in sports goods: International specialisation of major trading countries. European Sport Management Quarterly, 9(3), 259-294. https://doi.org/10.1080/16184740903024029
Boyd, T.C. and Krehbiel, T.C. (2006). An analysis of the effects of specific promotion types on attendance at Major League Baseball games, American Journal of Business, 21(2), 21-32. https://doi.org/10.1108/19355181200600007
Chen, M. H., Hsu, C. T., & Fang, C. Y. (2015). Exploring the determinants of attendance in the Chinese Professional Baseball League. Journal of Information and Optimization Sciences, 36(5), 461-484. https://doi.org/10.1080/02522667.2015.1023541
49
Chen, C. Y., Lin, Y. H., & Lin, Y. K. (2012). A demand analysis for the Chinese Professional Baseball League 1990-2008. International Journal of Sports Marketing and Sponsorship, 13(2), 17-26. https://doi.org/10.1108/IJSMS-13-02-2012-B003
Drewes, M., Daumann, F., & Follert, F. (2021). Exploring the sports economic impact of COVID-19 on professional soccer. Soccer & Society, 22(1-2), 125-137. https://doi.org/10.1080/14660970.2020.1802256
Fainaru , S., Fainaru-Wada, M. , Purdum, D., & Barr, J. (2020, May 1). Sudden vanishing of sports due to coronavirus will cost at least $12 billion, analysis says. Entertainment Sports Programming Network. https://www.espn.com/espn/otl/story/_/id/29110487/sudden-vanishing-sports-due- coronavirus-cost-least-12-billion-analysis-says
Forrest, D., & Simmons, R. (2002). Outcome uncertainty and attendance demand in sport: The case of English soccer. Journal of the Royal Statistical Society: Series D (The Statistician), 51(2), 229-241. https://doi.org/10.1111/1467-9884.00314
Funahashi, H., Sato, S., & Furukawa, T. (2022). COVID-19 and attendance demand for professional sport in Japan: A multilevel analysis of repeated cross-sectional national data during the pandemic. International Journal of Environmental Research and Public Health, 19(9), 5318-5327. https://doi.org/10.3390/ijerph19095318
Ge, Q., Humphreys, B. R., & Zhou, K. (2020). Are fair weather fans affected by weather? Rainfall, habit formation, and live game attendance. Journal of Sports Economics, 21(3), 304-322. https://doi.org/10.1177/1527002519885427
Gitter, S. R. (2017). The H1N1 virus and Mexican baseball attendance. Athens Journal of Sports, 4(4), 263-275. https://doi.org/10.30958/ajspo/v4i4
Güner, H. R., Hasanoğlu, İ., & Aktaş, F. (2020). COVID-19: Prevention and control measures in community. Turkish Journal of Medical Sciences, 50(9), 571-577. https://doi.org/10.3906/sag-2004-146
Honey-Rosés, J., Anguelovski, I., Chireh, V. K., Daher, C., Konijnendijk van den Bosch, C., Litt, J. S., Mawani, V., McCall, M. K., Orellana, A., Oscilowicz, E., Sánchez, U., Senbel, M., Tan, X., Villagomez, E., Zapata, O., & Nieuwenhuijsen, M. J. (2021). The impact of COVID-19 on public space: An early review of the emerging questions– design, perceptions and inequities. Cities & Health, 5(1), S263-S279. https://doi.org/10.1080/23748834.2020.1780074
50
Horky, T. (2021). No sports, no spectators–no media, no money? The importance of spectators and broadcasting for professional sports during COVID-19. Soccer & Society, 22(1-2), 96-102. https://doi.org/10.1080/14660970.2020.1790358
Howell, S. M., Klenosky, D. B., & McEvoy, C. D. (2015). Weather, timing, and promotions in Minor League Baseball: An examination of attendance in the International League. Journal of Applied Sport Management, 7(2), 9. https://doi.org/10.7290/jasm
Jane, W. J. (2016). The effect of star quality on attendance demand: The case of the National Basketball Association. Journal of Sports Economics, 17(4), 396-417. https://doi.org/10.1177/1527002514530405
Knowles, G., Sherony, K., & Haupert, M. (1992). The demand for Major League Baseball: A test of the uncertainty of outcome hypothesis. The American Economist, 36(2), 72-80. https://doi.org/10.1177/056943459203600210
McEvoy, C. D., Nagel, M. S., DeSchriver, T. D., & Brown, M. T. (2005). Facility age and attendance in Major League Baseball. Sport Management Review, 8(1), 19-41. https://doi.org/10.1016/S1441-3523(05)70031-0
Reade, J. J., & Singleton, C. (2021). Demand for public events in the COVID-19 pandemic: A case study of European football. European Sport Management Quarterly, 21(3), 391- 405. https://doi.org/10.1080/16184742.2020.1841261
Reade, J. J., Schreyer, D., & Singleton, C. (2021). Stadium attendance demand during the COVID-19 crisis: Early empirical evidence from Belarus. Applied Economics Letters, 28(18), 1542-1547. https://doi.org/10.1080/16184742.2020.1841261
Pak, A., Adegboye, O. A., Adekunle, A. I., Rahman, K. M., McBryde, E. S., & Eisen, D. P. (2020). Economic consequences of the COVID-19 outbreak: The need for epidemic preparedness. Frontiers in Public Health, 8(241), 1-4. https://doi.org/10.3389/fpubh.2020.00241
Schmidt, M. B., & Berri, D. J. (2001). Competitive balance and attendance: The case of Major League Baseball. Journal of Sports Economics, 2(2), 145-167. https://doi.org/10.1177/152700250100200204
51
Shah, S. G. S., & Farrow, A. (2020). A commentary on “World Health Organization declares global emergency: A review of the 2019 novel Coronavirus (COVID-19)”. International Journal of Surgery, 76, 128. https://doi.org/10.1016/j.ijsu.2020.03.001
Skinner, J., & Smith, A. C. (2021). Introduction: Sport and COVID-19: impacts and challenges for the future (Volume 1). European Sport Management Quarterly, 21(3), 323-332. https://doi.org/10.1080/16184742.2021.1925725
Soebbing, B. P., & Watanabe, N. M. (2014). The effect of price dispersion on Major League Baseball team attendance. Journal of Sport Management, 28(4), 433-446. https://doi.org/10.1123/jsm.2013-0024
Qiu, Y. H., Luo, X. J., & Liu, Y. Q. (2013, March 20). The influences of sports consumption on expanding domestic needs and its function of promoting economic growth. The 19th International Conference on Industrial Engineering and Engineering Management. Springer, Berlin, Heidelberg, Germany. https://doi.org/ 10.1007/978-3-642-38433-2_34
Wakefield, K. L., & Sloan, H. J. (1995). The effects of team loyalty and selected stadium factors on spectator attendance. Journal of Sport Management, 9(2), 153-172. https://doi.org/10.1123/jsm.9.2.153
World Health Organization. (2020, March 11). WHO Director-General's opening remarks at the media briefing on COVID-19 - 11 March 2020. World Health Organization. https://www.who.int/director-general/speeches/detail/who-director-general-s-opening- remarks-at-the-media-briefing-on-covid-19---11-march-2020
Yang, X., Yu, Y., Xu, J., Shu, H., Xia, J., Liu, H., Wu, Y. , Zhang, L., , Yu, Z., , Fang, M., , Yu, T., , Wang, Y., , Pan, S., , Zou, X., , Yuan, S., & Shang, Y. (2020). Clinical course and outcomes of critically ill patients with SARS-CoV-2 pneumonia in Wuhan, China: A single-centered, retrospective, observational study. The Lancet Respiratory Medicine, 8(5), 475-481. https://doi.org/10.1016/S2213-2600(20)30079-5