{"id":30547,"date":"2025-11-30T18:02:28","date_gmt":"2025-11-30T18:02:28","guid":{"rendered":"https:\/\/atswins.ai\/blog\/?p=30547"},"modified":"2026-05-20T15:31:23","modified_gmt":"2026-05-20T15:31:23","slug":"nhl-ai-betting-model-analysis-final-pick-ducks-vs-blackhawks","status":"publish","type":"post","link":"https:\/\/atswins.ai\/blog\/nhl-ai-betting-model-analysis-final-pick-ducks-vs-blackhawks\/","title":{"rendered":"NHL AI Betting Model Analysis &#038; Final Pick: Ducks vs. Blackhawks"},"content":{"rendered":"<h3>\ud83e\udd16 AI Model Predictions<\/h3>\n<p>&nbsp;<\/p>\n<p data-path-to-node=\"3\">Based on the search results, one consistent computer projection was found for this matchup, which aligns with the methodologies of reputable AI models like those from ESPN Analytics or SportsLine.<\/p>\n<table data-path-to-node=\"4\">\n<thead>\n<tr>\n<td><strong>AI Model (Source)<\/strong><\/td>\n<td><strong>Final Score Prediction<\/strong><\/td>\n<td><strong>Moneyline Pick<\/strong><\/td>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><span data-path-to-node=\"4,1,0,0\">Computer Projection (iHeart\/Fox Sports)<\/span><\/td>\n<td><span data-path-to-node=\"4,1,1,0\"><b>Blackhawks 4, Ducks 3<\/b><\/span><\/td>\n<td><span data-path-to-node=\"4,1,2,0\">Blackhawks (+106 to +107)<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>Model Predictions: Collection and Average<\/h4>\n<p>&nbsp;<\/p>\n<ul data-path-to-node=\"6\">\n<li>\n<p data-path-to-node=\"6,0,0\"><b>Averaged Score:<\/b> <b>Blackhawks 4, Ducks 3<\/b><\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"6,1,0\"><b>Averaged Moneyline Pick:<\/b> <b>Blackhawks (+106)<\/b><\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"6,2,0\"><b>Averaged Total Pick:<\/b> No Pick \/ Negligible Margin (Implies <b>Over 6.5<\/b> is a slight lean based on the predicted total of 7 goals)<\/p>\n<\/li>\n<\/ul>\n<hr data-path-to-node=\"7\" \/>\n<h3>\ud83d\udcca Independent Prediction &amp; Analysis<\/h3>\n<p>&nbsp;<\/p>\n<p data-path-to-node=\"9\">I will generate an independent prediction using advanced metrics and external factors.<\/p>\n<h4>1. Pythagorean Expected Win Percentage<\/h4>\n<p>&nbsp;<\/p>\n<p data-path-to-node=\"11\">The NHL equivalent of the Pythagorean theorem uses Goals For (GF) and Goals Against (GA) to determine an expected winning percentage (<span class=\"math-inline\" data-math=\"Exp\\ W\\%\">$Exp\\ W\\%$<\/span>).<\/p>\n<p data-path-to-node=\"12\">The formula is:<\/p>\n<div data-path-to-node=\"13\">\n<div class=\"math-block\" data-math=\"Exp\\ W\\% = \\frac{GF^2}{GF^2 + GA^2}\">$$Exp\\ W\\% = \\frac{GF^2}{GF^2 + GA^2}$$<\/div>\n<\/div>\n<table data-path-to-node=\"14\">\n<thead>\n<tr>\n<td><strong>Team<\/strong><\/td>\n<td><strong>Wins-Losses-OTL<\/strong><\/td>\n<td><strong>GF\/Game (Rank)<\/strong><\/td>\n<td><strong>GA\/Game (Rank)<\/strong><\/td>\n<td><strong>Total GF (24 GP)<\/strong><\/td>\n<td><strong>Total GA (24 GP)<\/strong><\/td>\n<td><strong>Exp W%<\/strong><\/td>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><span data-path-to-node=\"14,1,0,0\"><b>Anaheim Ducks<\/b><\/span><\/td>\n<td><span data-path-to-node=\"14,1,1,0\">15-8-1 (.646 Pts%)<\/span><\/td>\n<td><span data-path-to-node=\"14,1,2,0\">3.63 (2nd)<\/span><\/td>\n<td><span data-path-to-node=\"14,1,3,0\">3.25 (23rd)<\/span><\/td>\n<td><span data-path-to-node=\"14,1,4,0\"><span class=\"math-inline\" data-math=\"3.63 \\times 24 \\approx 87\">$3.63 \\times 24 \\approx 87$<\/span><\/span><\/td>\n<td><span data-path-to-node=\"14,1,5,0\"><span class=\"math-inline\" data-math=\"3.25 \\times 24 \\approx 78\">$3.25 \\times 24 \\approx 78$<\/span><\/span><\/td>\n<td><span data-path-to-node=\"14,1,6,0\">55.4%<\/span><\/td>\n<\/tr>\n<tr>\n<td><span data-path-to-node=\"14,2,0,0\"><b>Chicago Blackhawks<\/b><\/span><\/td>\n<td><span data-path-to-node=\"14,2,1,0\">10-9-5 (.521 Pts%)<\/span><\/td>\n<td><span data-path-to-node=\"14,2,2,0\">3.13 (9th)<\/span><\/td>\n<td><span data-path-to-node=\"14,2,3,0\">2.88 (12th)<\/span><\/td>\n<td><span data-path-to-node=\"14,2,4,0\"><span class=\"math-inline\" data-math=\"3.13 \\times 24 \\approx 75\">$3.13 \\times 24 \\approx 75$<\/span><\/span><\/td>\n<td><span data-path-to-node=\"14,2,5,0\"><span class=\"math-inline\" data-math=\"2.88 \\times 24 \\approx 69\">$2.88 \\times 24 \\approx 69$<\/span><\/span><\/td>\n<td><span data-path-to-node=\"14,2,6,0\">54.2%<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p data-path-to-node=\"15\"><b>Pythagorean Analysis:<\/b><\/p>\n<ul data-path-to-node=\"16\">\n<li>\n<p data-path-to-node=\"16,0,0\"><b>Anaheim:<\/b> Actual Pts% (.646) is significantly <b>higher<\/b> than their Exp W% (55.4%), suggesting they have been slightly lucky or have excelled in clutch situations (e.g., shootout wins).<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"16,1,0\"><b>Chicago:<\/b> Actual Pts% (.521) is slightly <b>lower<\/b> than their Exp W% (54.2%), suggesting they are due for some positive regression. Their record is close to what is expected.<\/p>\n<\/li>\n<\/ul>\n<h4>2. Strength of Schedule (SOS)<\/h4>\n<p>&nbsp;<\/p>\n<ul data-path-to-node=\"18\">\n<li>\n<p data-path-to-node=\"18,0,0\"><b>Anaheim Ducks:<\/b> This is the second game of a back-to-back, having played the night before. Their <b>Weekly SOS<\/b> is high at <b>81.2<\/b>, indicating a difficult schedule this week.<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"18,1,0\"><b>Chicago Blackhawks:<\/b> This is also the second game of a back-to-back for Chicago, following a game on Friday. Their <b>Weekly SOS<\/b> is also high at <b>80.3<\/b>.<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"18,2,0\"><b>Head-to-Head SOS Factor:<\/b> Both teams are playing on the second night of a back-to-back, effectively neutralizing the rest factor.<\/p>\n<\/li>\n<\/ul>\n<h4>3. Key External Factors and Trends<\/h4>\n<p>&nbsp;<\/p>\n<ul data-path-to-node=\"20\">\n<li>\n<p data-path-to-node=\"20,0,0\"><b>Anaheim Ducks Trends:<\/b> They are <b>15-8-1<\/b> and remain hot, having just won 5-4 in a shootout on Friday. They are the best comeback team in the NHL with five wins after trailing by two or more goals. Goalie <b>Lukas Dostal (G)<\/b> is <b>injured<\/b> (upper body, out until mid-Dec), meaning the backup, <b>Petr Mrazek<\/b>, is the projected starter.<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"20,1,0\"><b>Chicago Blackhawks Trends:<\/b> They are <b>10-9-5<\/b> but are on a <b>five-game losing streak<\/b>. Their star forward, <b>Teuvo Teravainen (C\/LW)<\/b>, is <b>questionable<\/b> (undisclosed injury) after missing practice, which is a significant blow to their offense (tied for 3rd in team points). Goalie <b>Spencer Knight<\/b> is the projected starter.<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"20,2,0\"><b>Rest:<\/b> Both teams played on Friday and Saturday, so they have a similar fatigue level (a Sunday afternoon game after a Saturday game is a rare back-to-back configuration).<\/p>\n<\/li>\n<\/ul>\n<h3>\u270d\ufe0f My Prediction<\/h3>\n<p>&nbsp;<\/p>\n<p data-path-to-node=\"22\">The AI model&#8217;s prediction of a Blackhawks win is based on home-ice advantage and the expected correction of Chicago&#8217;s record. However, my analysis strongly leans toward the Ducks, despite their high <i>Exp W%<\/i> variance:<\/p>\n<ol start=\"1\" data-path-to-node=\"23\">\n<li>\n<p data-path-to-node=\"23,0,0\"><b>Current Form:<\/b> The Ducks are one of the league&#8217;s hottest teams, while the Blackhawks are in a five-game slide, with a recent loss to a bottom-tier team (Nashville). Momentum is entirely with Anaheim.<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"23,1,0\"><b>Goaltending Edge:<\/b> While both teams are using backups\/alternates, Chicago&#8217;s goaltending has been less consistent recently (Arvid Soderblom GAA 3.53, SV% .879). Petr Mrazek for Anaheim is expected to start against his former team, which can be a motivational factor.<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"23,2,0\"><b>Key Injury:<\/b> The possible absence of <b>Teuvo Teravainen<\/b> is a major factor, as the Blackhawks are struggling to score during their losing streak. The Ducks, meanwhile, have a high-octane offense (2nd in GF\/G).<\/p>\n<\/li>\n<\/ol>\n<ul data-path-to-node=\"24\">\n<li>\n<p data-path-to-node=\"24,0,0\"><b>My Predicted Score:<\/b> Anaheim Ducks 5, Chicago Blackhawks 3<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"24,1,0\"><b>My Pick:<\/b> <b>Anaheim Ducks Moneyline (-125)<\/b><\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"24,2,0\"><b>Total:<\/b> <b>Over 6.5<\/b><\/p>\n<\/li>\n<\/ul>\n<hr data-path-to-node=\"25\" \/>\n<h3>\ud83c\udfaf Final Pick<\/h3>\n<p>&nbsp;<\/p>\n<table data-path-to-node=\"27\">\n<thead>\n<tr>\n<td><strong>Category<\/strong><\/td>\n<td><strong>AI Model Average<\/strong><\/td>\n<td><strong>My Independent Analysis<\/strong><\/td>\n<td><strong>Final Pick Consideration<\/strong><\/td>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><span data-path-to-node=\"27,1,0,0\"><b>Score Prediction<\/b><\/span><\/td>\n<td><span data-path-to-node=\"27,1,1,0\">Blackhawks 4, Ducks 3<\/span><\/td>\n<td><span data-path-to-node=\"27,1,2,0\"><b>Ducks 5, Blackhawks 3<\/b><\/span><\/td>\n<td><span data-path-to-node=\"27,1,3,0\">Significant Discrepancy<\/span><\/td>\n<\/tr>\n<tr>\n<td><span data-path-to-node=\"27,2,0,0\"><b>Moneyline Pick<\/b><\/span><\/td>\n<td><span data-path-to-node=\"27,2,1,0\">Blackhawks (+106)<\/span><\/td>\n<td><span data-path-to-node=\"27,2,2,0\"><b>Ducks (-125)<\/b><\/span><\/td>\n<td><span data-path-to-node=\"27,2,3,0\"><b>Contrarian Pick<\/b><\/span><\/td>\n<\/tr>\n<tr>\n<td><span data-path-to-node=\"27,3,0,0\"><b>Total Points (O\/U 6.5)<\/b><\/span><\/td>\n<td><span data-path-to-node=\"27,3,1,0\">Slight Lean Over<\/span><\/td>\n<td><span data-path-to-node=\"27,3,2,0\"><b>Over 6.5<\/b><\/span><\/td>\n<td><span data-path-to-node=\"27,3,3,0\"><b>Agreement<\/b><\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p data-path-to-node=\"28\">The AI model heavily favors the underlying data suggesting Chicago is due for a win and is undervalued at home. My analysis, however, weighs the current <b>momentum, the Blackhawks&#8217; five-game losing streak, the Ducks&#8217; league-leading comeback ability, and the significant injury uncertainty for Chicago&#8217;s offense (Teravainen)<\/b> more heavily.<\/p>\n<p data-path-to-node=\"29\">The Ducks are the better team (15-8-1 vs. 10-9-5) and are proving they can win close games and come from behind. Given Chicago&#8217;s current slump and the potential loss of a top forward, betting on the surging road favorite is the most reliable option, despite the AI&#8217;s contrarian signal.<\/p>\n<h4><b>Final Pick:<\/b><\/h4>\n<h2 data-path-to-node=\"31,0,0\"><b>Pick:<\/b> <b>Anaheim Ducks Moneyline (-125)<\/b><\/h2>\n<ul data-path-to-node=\"31\">\n<li>\n<p data-path-to-node=\"31,1,0\"><b>Confidence:<\/b> High. Anaheim&#8217;s offense and momentum should overcome Chicago&#8217;s home-ice advantage.<\/p>\n<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\ud83e\udd16 AI Model Predictions &nbsp; Based on the search results, one consistent computer projection was found for this matchup, which aligns with the methodologies of<\/p>\n","protected":false},"author":7,"featured_media":30548,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"rop_custom_images_group":[],"rop_custom_messages_group":[],"rop_publish_now":"initial","rop_publish_now_accounts":[],"rop_publish_now_history":[],"rop_publish_now_status":"pending","_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"jetpack_post_was_ever_published":false},"categories":[7919],"tags":[241,466,465,731,742,750,464,730,131],"class_list":["post-30547","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-betting-analysis","tag-nhl","tag-nhl-analytical-insights","tag-nhl-game-insights","tag-nhl-games-today-predictions","tag-nhl-hockey","tag-nhl-pediction","tag-nhl-prediction-tips","tag-nhl-predictions-today","tag-nhl-sports-picks-using-ai","two-columns"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"https:\/\/atswins.ai\/blog\/wp-content\/uploads\/2025\/11\/nhl-Anaheim-Ducks-vs.-Chicago-Blackhawks.png","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/atswins.ai\/blog\/wp-json\/wp\/v2\/posts\/30547","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/atswins.ai\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/atswins.ai\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/atswins.ai\/blog\/wp-json\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/atswins.ai\/blog\/wp-json\/wp\/v2\/comments?post=30547"}],"version-history":[{"count":2,"href":"https:\/\/atswins.ai\/blog\/wp-json\/wp\/v2\/posts\/30547\/revisions"}],"predecessor-version":[{"id":30550,"href":"https:\/\/atswins.ai\/blog\/wp-json\/wp\/v2\/posts\/30547\/revisions\/30550"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/atswins.ai\/blog\/wp-json\/wp\/v2\/media\/30548"}],"wp:attachment":[{"href":"https:\/\/atswins.ai\/blog\/wp-json\/wp\/v2\/media?parent=30547"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/atswins.ai\/blog\/wp-json\/wp\/v2\/categories?post=30547"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/atswins.ai\/blog\/wp-json\/wp\/v2\/tags?post=30547"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}