{"id":14108,"date":"2020-10-27T12:12:13","date_gmt":"2020-10-27T12:12:13","guid":{"rendered":"https:\/\/revista-apunts.com\/?p=14108"},"modified":"2020-11-05T08:43:17","modified_gmt":"2020-11-05T08:43:17","slug":"clustering-and-competitive-balance-in-nba-and-acb-professional-basketball","status":"publish","type":"post","link":"https:\/\/revista-apunts.com\/en\/clustering-and-competitive-balance-in-nba-and-acb-professional-basketball\/","title":{"rendered":"Clustering and Competitive Balance in NBA and ACB Professional Basketball"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">Abstract<\/h2>\n\n\n<p>Some basketball leagues are more competitive than others. The level of uncertainty in the final standings is closely related to the league\u2019s appeal. A team\u2019s effectiveness has a reciprocal relationship with the emerging and critical environment: competition. Teams are affected by their surrounding environment. The competitive model directly impacts competition which means that small changes can dramatically alter the outcome. We compared two different sports models to determine the degree of hierarchy in these competitions. We studied the results of two professional basketball leagues: 18 NBA seasons (USA) and 14 ACB seasons (Spain). We found that there are three performance levels in ACB teams (ratio 0.15\u00b10.05; 0.45\u00b10.15; 0.8\u00b10.1). However, NBA data are less scattered and more Gaussian (peak ratio 0.5). General analysis (Shannon entropy) shows that competitive balance is not stable (mean NBA Sn=0.9842 \u00b1 0.0037; mean ACB Sn=0.9793 \u00b1 0.0053). More detailed study (cluster analysis) shows that there are teams in the ACB which are clearly rooted in a particular area of the competition. Most NBA teams have reached the playoffs. There is no consensus in studying competitive balance. We propose using a number of methodologies in order to determine the competitiveness of a given league. The sports model has a significant impact on levels of competitive balance. Both the ACB and the NBA have high competitive balance. The NBA has specific mechanisms to ensure high competitiveness while the ACB does not meet the absence of long-run domination requirement.<\/p>\n\n <div class=\"tags\"> <p><strong>Keywords:<\/strong> <span>ACB<\/span>, <span>Basketball<\/span>, <span>Competitiveness<\/span>, <span>Complex Systems<\/span>, <span>NBA<\/span>, <span>Sports Organisations<\/span><\/p> <\/div> \n","protected":false},"excerpt":{"rendered":"<p>Abstract Some basketball leagues are more competitive than others. The level of uncertainty in the final standings is closely related to the league\u2019s appeal. A team\u2019s effectiveness has a reciprocal relationship with the emerging and critical environment: competition. Teams are affected by their surrounding environment. The competitive model directly impacts competition which means that small [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_editorskit_title_hidden":false,"_editorskit_reading_time":1,"_editorskit_is_block_options_detached":false,"_editorskit_block_options_position":"{}","inline_featured_image":false,"advgb_blocks_editor_width":"","advgb_blocks_columns_visual_guide":"","footnotes":""},"categories":[8510],"tags":[3494,6473,7924,8133,1356,8132],"author_meta":{"display_name":"doc_inefc","author_link":"https:\/\/revista-apunts.com\/en\/author\/doc_inefc\/"},"featured_img":null,"coauthors":[],"tax_additional":{"categories":{"linked":["<a href=\"https:\/\/revista-apunts.com\/en\/category\/apunts-for-the-xxi-century\/\" class=\"advgb-post-tax-term\">Apunts for the XXI Century<\/a>"],"unlinked":["<span class=\"advgb-post-tax-term\">Apunts for the XXI Century<\/span>"]},"tags":{"linked":["<a href=\"https:\/\/revista-apunts.com\/en\/category\/apunts-for-the-xxi-century\/\" class=\"advgb-post-tax-term\">ACB<\/a>","<a href=\"https:\/\/revista-apunts.com\/en\/category\/apunts-for-the-xxi-century\/\" class=\"advgb-post-tax-term\">Basketball<\/a>","<a href=\"https:\/\/revista-apunts.com\/en\/category\/apunts-for-the-xxi-century\/\" class=\"advgb-post-tax-term\">Competitiveness<\/a>","<a href=\"https:\/\/revista-apunts.com\/en\/category\/apunts-for-the-xxi-century\/\" class=\"advgb-post-tax-term\">Complex Systems<\/a>","<a href=\"https:\/\/revista-apunts.com\/en\/category\/apunts-for-the-xxi-century\/\" class=\"advgb-post-tax-term\">NBA<\/a>","<a href=\"https:\/\/revista-apunts.com\/en\/category\/apunts-for-the-xxi-century\/\" class=\"advgb-post-tax-term\">Sports Organisations<\/a>"],"unlinked":["<span class=\"advgb-post-tax-term\">ACB<\/span>","<span class=\"advgb-post-tax-term\">Basketball<\/span>","<span class=\"advgb-post-tax-term\">Competitiveness<\/span>","<span class=\"advgb-post-tax-term\">Complex Systems<\/span>","<span class=\"advgb-post-tax-term\">NBA<\/span>","<span class=\"advgb-post-tax-term\">Sports Organisations<\/span>"]}},"comment_count":"0","relative_dates":{"created":"Posted 5 years ago","modified":"Updated 5 years ago"},"absolute_dates":{"created":"Posted on 27 October 2020","modified":"Updated on 5 November 2020"},"absolute_dates_time":{"created":"Posted on 27 October 2020 12:12","modified":"Updated on 5 November 2020 08:43"},"featured_img_caption":"","series_order":"","_links":{"self":[{"href":"https:\/\/revista-apunts.com\/en\/wp-json\/wp\/v2\/posts\/14108\/"}],"collection":[{"href":"https:\/\/revista-apunts.com\/en\/wp-json\/wp\/v2\/posts\/"}],"about":[{"href":"https:\/\/revista-apunts.com\/en\/wp-json\/wp\/v2\/types\/post\/"}],"author":[{"embeddable":true,"href":"https:\/\/revista-apunts.com\/en\/wp-json\/wp\/v2\/users\/1\/"}],"replies":[{"embeddable":true,"href":"https:\/\/revista-apunts.com\/en\/wp-json\/wp\/v2\/comments\/?post=14108"}],"version-history":[{"count":1,"href":"https:\/\/revista-apunts.com\/en\/wp-json\/wp\/v2\/posts\/14108\/revisions\/"}],"predecessor-version":[{"id":18727,"href":"https:\/\/revista-apunts.com\/en\/wp-json\/wp\/v2\/posts\/14108\/revisions\/18727\/"}],"wp:attachment":[{"href":"https:\/\/revista-apunts.com\/en\/wp-json\/wp\/v2\/media\/?parent=14108"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/revista-apunts.com\/en\/wp-json\/wp\/v2\/categories\/?post=14108"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/revista-apunts.com\/en\/wp-json\/wp\/v2\/tags\/?post=14108"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}