Training History

Track how model performance changes across training runs.

Compare runs
Training Runs
24
CV Tip Rate
70%
Test Tip Rate
69%
Latest MAE
16.8
Features
100

Tip Rate Across Training Runs

Model Comparison by Run

RunModelCV Tip RateTest Tip RateMAEFeaturesChanges
v20261106-0745
11/6/2026
xgboostActive70%69%16.8100
+team_form__diff_wavg_margin_5+team_form__diff_avg_score_8+team_strengths__diff_transition_rebound50_avg+advanced_stats__home_f50_ground_ball_gets_avg5+venue__ground_area+player_impact__diff_missing_disposal_share+roster_change__diff_roster_retention+advanced_stats__away_intercept_marks_avg5+player_impact__diff_team_quality_avg_disposals+advanced_stats__diff_stoppage_clearances_avg5+player_rating__home_team_rating_sum+team_form__diff_win_streak+advanced_stats__diff_effective_disposals_avg5+team_strengths__diff_offensive_scoring_efficiency+cohesion__diff_inside_mid_shared_games+weather_impact__away_weather_windy_win_rate_diff+weather_impact__home_weather_windy_win_rate_diff+roster_change__away_departed_avg_disposals+contextual__home_ladder_wins+player_impact__away_team_quality_avg_disposals+roster_change__home_arrived_avg_disposals+team_form__diff_wavg_contested_possessions_5-team_form__diff_rolling_pct_5-team_form__diff_wavg_score_8-player_impact__diff_missing_count-venue__ground_width-team_form__home_upset_index-team_strengths__diff_territory_rebound50_avg-squad_composition__home_inside_mid_avg_clearances-advanced_stats__home_contest_off_wins_avg5-player_impact__home_missing_count-transform__log_abs_diff_form_accel_margin-venue__away_venue_win_pct_recent-advanced_stats__diff_intercept_mark_rate_avg5-advanced_stats__diff_shot_conversion_avg5-weather_impact__home_kick_wind_penalty-player_rating__away_team_rating_sum-venue__diff_venue_familiarity_score-advanced_stats__diff_contest_off_wins_avg5-team_form__diff_upset_index-contextual__home_post_bye-cohesion__diff_coach_tenure_rounds-matchup__style_diff_ruck_strength-matchup__h2h_home_avg_margin
lightgbm70%69%20.2
xgboost_sub269%72%16.9
elasticnet69%69%22.3
stacking69%71%26.9
lightgbm_sub169%71%16.5
random_forest69%72%16.5
xgboost_sub169%72%16.9
xgboost_cls68%72%19.9
ridge68%69%16.6
v20261105-0121
11/5/2026
stackingActive70%71%26.4100
xgboost70%70%16.5
xgboost_sub270%73%25.7
xgboost_cls70%68%28.1
lightgbm_sub169%68%16.2
xgboost_sub169%67%16.1
random_forest69%70%16.6
lightgbm69%69%16.9
elasticnet69%70%16.7
ridge68%68%16.7
v20261104-0243
11/4/2026
xgboost_sub2Active70%69%26.6100
xgboost70%67%19.8
lightgbm_sub170%70%22.1
lightgbm70%68%19.9
xgboost_cls69%71%19.8
random_forest69%70%16.5
xgboost_sub169%70%22.4
elasticnet69%71%20.5
stacking69%70%26.7
ridge68%67%16.7
v20261103-1152
11/3/2026
xgboost_sub1Active70%69%25.9100
+team_form__diff_avg_score_5+team_form__diff_rolling_pct_5+venue__ground_width+team_form__home_upset_index+team_strengths__diff_territory_rebound50_avg+squad_composition__home_inside_mid_avg_clearances+advanced_stats__home_contest_off_wins_avg5+coaching__home_coach_win_rate_recent+player_impact__home_missing_count+transform__log_abs_diff_form_accel_margin+venue__away_venue_win_pct_recent+coaching__away_coach_win_rate_recent+team_form__home_win_streak+advanced_stats__diff_tackles_inside_fifty_avg5+player_rating__away_team_rating_sum+advanced_stats__diff_contest_off_wins_avg5+player_impact__home_team_quality_avg_disposals+team_form__diff_upset_index+contextual__home_post_bye+cohesion__diff_coach_tenure_rounds+matchup__style_diff_ruck_strength+matchup__h2h_home_avg_margin-team_form__diff_wavg_margin_5-team_strengths__diff_transition_rebound50_avg-roster_change__away_departed_avg_disposals-team_strengths__home_offensive_scoring_shots_avg-player_rating__home_team_rating_sum-advanced_stats__diff_stoppage_clearances_avg5-venue__ground_area-team_form__away_avg_score_3-team_strengths__home_scoring_shot_differential-weather__weather_is_hot-weather_impact__away_weather_windy_win_rate_diff-advanced_stats__away_def_half_pressure_acts_avg5-player_rating__diff_team_rating_sum-roster_change__away_departed_avg_goals-player_impact__diff_team_quality_avg_disposals-scheduling__away_timezone_shift-cohesion__home_inside_mid_shared_games-advanced_stats__away_marks_on_lead_avg5-team_form__diff_win_streak-advanced_stats__home_f50_ground_ball_gets_avg5-coaching__home_coach_win_rate-squad_composition__away_outside_mid_count
lightgbm_sub170%70%16.7
xgboost69%67%19.8
stacking69%69%27.1
lightgbm69%71%16.7
random_forest69%72%16.6
elasticnet69%70%17.5
xgboost_cls69%71%19.9
xgboost_sub269%66%16.2
ridge68%68%16.7
v20261103-0402
11/3/2026
lightgbmActive71%70%26.8100
+adjusted_form__diff_def_score_rating+adjusted_form__diff_off_score_rating+team_form__diff_wavg_score_8+adjusted_form__away_off_score_rating+adjusted_form__diff_overall_defensive+player_impact__diff_team_avg_career_games+adjusted_form__home_off_score_rating+adjusted_form__diff_off_inside_50s_rating+adjusted_form__away_def_score_rating+advanced_stats__diff_shot_conversion_avg5+roster_change__away_departed_avg_disposals+team_strengths__home_offensive_scoring_shots_avg+player_rating__home_team_rating_sum+advanced_stats__diff_stoppage_clearances_avg5+adjusted_form__diff_def_disposals_rating+team_form__away_avg_score_3+team_strengths__home_scoring_shot_differential+adjusted_form__away_overall_defensive+weather__weather_is_hot+adjusted_form__diff_def_marks_inside_50_rating+player_rating__diff_team_rating_sum+roster_change__away_departed_avg_goals+scheduling__away_timezone_shift+advanced_stats__away_marks_on_lead_avg5+weather_impact__home_kick_wind_penalty+advanced_stats__home_f50_ground_ball_gets_avg5+coaching__home_coach_win_rate+squad_composition__away_outside_mid_count-team_form__diff_avg_score_5-adjusted_form__home_off_marks_inside_50_rating-adjusted_form__away_def_disposals_rating-coaching__home_coach_win_rate_recent-player_impact__home_team_quality_avg_disposals-adjusted_form__diff_off_contested_possessions_rating-adjusted_form__home_off_rebound_50s_rating-adjusted_form__away_def_rebound_50s_rating-adjusted_form__home_def_clearances_rating-matchup__style_diff_contested_strength-coaching__away_coach_win_rate_recent-advanced_stats__diff_effective_disposals_avg5-adjusted_form__home_off_tackles_rating-adjusted_form__away_off_tackles_rating-adjusted_form__away_off_hitouts_rating-advanced_stats__away_tackles_inside_fifty_avg5-team_form__away_win_streak-adjusted_form__diff_def_tackles_rating-venue__away_venue_familiarity_score-venue__home_venue_games_recent-player_impact__home_def_replacement_gap-adjusted_form__away_off_disposals_rating-adjusted_form__home_def_hitouts_rating-team_form__home_win_streak-weather_impact__diff_contested_in_rain-roster_change__diff_departed_avg_goals-weather__weather_headwind_component-adjusted_form__home_off_contested_possessions_rating
xgboost_sub170%67%16.6
xgboost70%71%16.8
xgboost_sub270%69%16.9
elasticnet70%69%17.6
stacking70%69%27.5
random_forest69%72%16.5
xgboost_cls69%73%29.4
lightgbm_sub168%71%17.2
ridge68%68%16.4
v20261021-0554
10/21/2026
lightgbmActive70%70%17.0100
+team_form__diff_wavg_margin_5+weather_impact__home_weather_windy_margin_diff+team_strengths__away_defensive_points_conceded_avg+team_strengths__diff_transition_rebound50_avg+transform__log_abs_diff_scoring_shot_differential+adjusted_form__diff_overall_offensive+coaching__home_coach_win_rate_recent+player_impact__home_team_quality_avg_disposals+roster_change__home_departed_avg_disposals+player_impact__diff_missing_total_win_impact+adjusted_form__diff_off_contested_possessions_rating+advanced_stats__diff_intercept_mark_rate_avg5+team_form__home_avg_score_8+player_impact__diff_missing_clearance_share+matchup__style_diff_contested_strength+cohesion__home_inside_mid_shared_games+advanced_stats__diff_effective_disposals_avg5+venue__diff_venue_familiarity_score+player_form__diff_avg_player_disposals_3+adjusted_form__diff_def_inside_50s_rating+advanced_stats__away_def_half_pressure_acts_avg5+team_form__away_win_streak+venue__ground_area+adjusted_form__home_off_disposals_rating+venue__away_venue_familiarity_score+player_impact__diff_team_quality_avg_disposals+team_form__home_wavg_margin_5+cohesion__away_team_avg_shared_wins+venue__home_venue_games_recent+player_impact__home_def_replacement_gap+player_form__diff_avg_player_clearances_3+adjusted_form__away_off_disposals_rating+advanced_stats__home_metres_gained_avg5+weather_impact__diff_contested_in_rain+roster_change__diff_departed_avg_goals+weather__weather_headwind_component+adjusted_form__home_off_contested_possessions_rating-adjusted_form__home_def_tackles_rating-team_form__diff_avg_score_8-adjusted_form__home_off_score_rating-team_form__diff_rolling_pct_5-adjusted_form__home_def_disposals_rating-adjusted_form__home_def_contested_possessions_rating-adjusted_form__away_def_hitouts_rating-adjusted_form__away_def_marks_inside_50_rating-adjusted_form__home_def_rebound_50s_rating-adjusted_form__home_off_inside_50s_rating-adjusted_form__away_net_rating-adjusted_form__away_off_marks_inside_50_rating-adjusted_form__home_def_inside_50s_rating-adjusted_form__home_off_hitouts_rating-adjusted_form__away_off_rebound_50s_rating-adjusted_form__home_def_marks_inside_50_rating-adjusted_form__home_off_clearances_rating-team_strengths__diff_territory_rebound50_avg-adjusted_form__away_def_score_rating-adjusted_form__away_def_contested_possessions_rating-weather_impact__home_weather_windy_win_rate_diff-adjusted_form__away_off_inside_50s_rating-adjusted_form__diff_off_tackles_rating-adjusted_form__away_off_clearances_rating-team_strengths__diff_offensive_scoring_efficiency-advanced_stats__home_f50_ground_ball_gets_avg5-adjusted_form__diff_off_clearances_rating-adjusted_form__away_def_clearances_rating-coaching__home_coach_win_rate-adjusted_form__away_def_tackles_rating-weather_impact__diff_tackle_wet_advantage-adjusted_form__away_off_score_rating-adjusted_form__diff_def_contested_possessions_rating-player_impact__away_team_quality_avg_disposals-adjusted_form__diff_net_rating-roster_change__away_departed_avg_disposals-advanced_stats__home_contest_off_wins_avg5
xgboost_cls70%70%26.3
xgboost69%71%16.8
random_forest69%72%16.9
xgboost_sub169%71%16.8
ridge68%71%22.7
stacking68%73%27.6
xgboost_sub268%72%26.6
elasticnet67%70%18.0
lightgbm_sub167%69%17.8
v20261020-2352
10/21/2026
xgboostActive71%69%16.9100
+team_form__diff_avg_score_5+team_form__diff_rolling_pct_5+adjusted_form__home_def_contested_possessions_rating+adjusted_form__away_net_rating+adjusted_form__home_off_marks_inside_50_rating+coaching__away_coach_win_rate+player_impact__diff_missing_count+adjusted_form__away_def_contested_possessions_rating+team_strengths__diff_offensive_scoring_efficiency+advanced_stats__home_f50_ground_ball_gets_avg5+coaching__home_coach_win_rate+player_form__away_avg_player_clearances_3+weather_impact__diff_tackle_wet_advantage+advanced_stats__diff_rating_points_avg5+adjusted_form__diff_def_contested_possessions_rating+player_impact__away_team_quality_avg_disposals+roster_change__home_departed_avg_goals+adjusted_form__diff_net_rating+roster_change__away_departed_avg_disposals-team_form__diff_wavg_margin_5-team_form__diff_wavg_score_5-adjusted_form__away_off_disposals_rating-adjusted_form__home_overall_offensive-adjusted_form__home_off_disposals_rating-adjusted_form__away_overall_offensive-adjusted_form__home_off_contested_possessions_rating-adjusted_form__away_off_contested_possessions_rating-advanced_stats__diff_tackles_inside_fifty_avg5-team_form__away_form_vs_expected-team_form__home_avg_score_8-player_impact__diff_missing_disposal_share-team_form__home_upset_index-venue__ground_width-transform__log_abs_diff_scoring_shot_differential-adjusted_form__matchup_advantage-advanced_stats__home_metres_gained_avg5-matchup__h2h_home_avg_margin-player_impact__home_team_quality_avg_disposals
random_forest70%72%16.8
xgboost_sub170%71%17.4
stacking70%69%28.2
lightgbm_sub169%70%26.5
xgboost_sub269%66%17.1
elasticnet69%71%17.3
lightgbm68%73%17.1
xgboost_cls68%66%20.0
ridge68%68%19.9
v20261020-0846
10/20/2026
stackingActive71%71%27.1100
random_forest69%74%17.2
xgboost69%67%26.1
xgboost_sub269%71%25.4
elasticnet69%70%17.0
xgboost_cls69%71%20.2
lightgbm69%72%25.2
lightgbm_sub168%68%17.4
xgboost_sub168%70%25.6
ridge68%70%17.2
v20261020-0432
10/20/2026
stackingActive70%69%27.3100
elasticnet69%71%17.0
xgboost_cls69%72%20.1
xgboost_sub169%63%25.9
xgboost69%69%24.4
xgboost_sub269%68%20.5
ridge69%70%17.2
random_forest69%71%17.3
lightgbm_sub168%71%25.9
lightgbm68%69%17.2
v20261019-0320
10/19/2026
stackingActive72%68%27.1100
elasticnet69%70%17.1
xgboost_cls69%71%23.7
xgboost_sub169%73%17.3
random_forest69%71%20.4
xgboost69%72%21.3
lightgbm_sub169%67%17.1
xgboost_sub269%69%20.5
lightgbm69%74%20.3
ridge68%71%17.2
v20260820-0642
8/20/2026
lightgbm_sub1Active69%70%17.4100
xgboost_cls69%71%20.1
stacking69%68%27.2
xgboost69%74%17.9
elasticnet69%72%17.0
xgboost_sub269%69%20.2
random_forest69%70%22.6
lightgbm69%69%17.0
xgboost_sub169%73%17.2
ridge68%70%17.3
v20260722-2344
7/23/2026
stackingActive70%69%27.5100
xgboost_sub169%69%17.4
elasticnet69%71%17.1
xgboost_cls69%66%20.1
xgboost_sub269%68%17.3
xgboost69%72%17.0
lightgbm69%71%20.4
random_forest68%71%17.2
ridge68%70%17.2
lightgbm_sub168%65%24.0
v20260707-0518
7/7/2026
stackingActive70%70%27.4100
xgboost_sub170%72%20.4
xgboost70%71%23.3
lightgbm_sub169%69%17.9
elasticnet69%71%17.1
xgboost_cls69%70%20.1
xgboost_sub269%70%20.5
lightgbm69%71%17.3
random_forest69%71%17.2
ridge68%69%17.3
v20260701-0229
7/1/2026
stackingActive70%71%27.1100
xgboost_cls70%71%23.9
elasticnet69%71%17.0
xgboost69%71%25.4
xgboost_sub269%70%20.4
lightgbm_sub169%74%26.0
xgboost_sub169%70%17.0
lightgbm69%71%25.2
random_forest68%71%17.2
ridge68%69%17.2
v20260630-1143
6/30/2026
stackingActive70%71%27.2100
+adjusted_form__away_off_disposals_rating+roster_change__away_roster_retention+adjusted_form__away_def_tackles_rating+team_form__home_avg_score_8+adjusted_form__away_off_clearances_rating+advanced_stats__away_tackles_inside_fifty_avg5+player_impact__diff_missing_disposal_share+team_form__home_upset_index+roster_change__away_arrived_avg_goals+advanced_stats__home_metres_gained_avg5+venue__diff_venue_win_pct_recent+matchup__h2h_home_avg_margin-elo__elo_diff-interaction__ratio_elo_per_volatility-venue__ground_area-adjusted_form__home_off_marks_inside_50_rating-player_impact__diff_missing_count-contextual__home_ladder_wins-roster_change__home_departed_avg_goals-roster_change__away_departed_avg_disposals-coaching__away_coach_win_rate-squad_composition__home_inside_mid_avg_clearances-adjusted_form__diff_off_contested_possessions_rating-roster_change__away_departed_avg_goals
xgboost_sub269%72%17.9
lightgbm69%70%20.5
elasticnet69%71%17.0
xgboost69%70%17.2
xgboost_sub169%71%17.2
lightgbm_sub169%71%19.9
xgboost_cls69%71%20.1
random_forest69%69%20.3
ridge68%69%17.2
v20260630-0516
6/30/2026
stackingActive70%70%27.0100
+elo__elo_diff+interaction__ratio_elo_per_volatility+team_form__diff_wavg_margin_5+team_form__diff_wavg_score_5+venue__ground_area+adjusted_form__away_off_rebound_50s_rating+adjusted_form__home_off_marks_inside_50_rating+advanced_stats__diff_tackles_inside_fifty_avg5+player_impact__diff_missing_count+contextual__home_ladder_wins+roster_change__home_departed_avg_goals+roster_change__away_departed_avg_disposals+coaching__away_coach_win_rate+squad_composition__home_inside_mid_avg_clearances+roster_change__away_departed_avg_goals-team_form__diff_avg_score_5-team_form__diff_rolling_pct_5-adjusted_form__away_off_disposals_rating-roster_change__away_roster_retention-adjusted_form__away_def_tackles_rating-advanced_stats__away_tackles_inside_fifty_avg5-team_form__home_avg_score_8-team_form__home_upset_index-adjusted_form__away_off_clearances_rating-player_impact__diff_fwd_replacement_gap-roster_change__away_arrived_avg_goals-advanced_stats__home_metres_gained_avg5-venue__diff_venue_win_pct_recent-venue__diff_venue_win_pct-matchup__h2h_home_avg_margin
random_forest70%73%17.1
elasticnet69%73%21.3
xgboost69%71%20.0
lightgbm69%72%17.1
lightgbm_sub169%71%17.2
xgboost_sub269%68%17.3
xgboost_sub169%69%17.3
ridge68%70%20.1
xgboost_cls68%73%20.1
v20260630-0159
6/30/2026
stackingActive70%71%26.8100
+team_form__diff_avg_score_5+team_form__diff_rolling_pct_5+team_form__diff_avg_score_8+team_strengths__diff_territory_rebound50_avg+adjusted_form__away_off_inside_50s_rating+adjusted_form__away_def_score_rating+matchup__h2h_home_win_pct+adjusted_form__diff_off_contested_possessions_rating+team_form__home_avg_score_8+player_impact__diff_fwd_replacement_gap+advanced_stats__home_metres_gained_avg5+venue__diff_venue_win_pct+matchup__h2h_home_avg_margin-elo__elo_diff-interaction__ratio_elo_per_volatility-team_form__diff_wavg_margin_5-team_form__diff_wavg_score_8-team_strengths__diff_transition_rebound50_avg-player_impact__diff_missing_count-adjusted_form__home_off_marks_inside_50_rating-roster_change__away_departed_avg_disposals-coaching__away_coach_win_rate-venue__ground_area-roster_change__away_departed_avg_goals-interaction__elo_x_form-adjusted_form__diff_def_contested_possessions_rating
xgboost_sub270%71%20.5
elasticnet69%71%17.1
xgboost69%74%17.2
xgboost_cls69%71%20.1
xgboost_sub169%71%25.7
random_forest69%72%17.2
lightgbm69%72%17.5
lightgbm_sub169%71%22.9
ridge68%68%17.2
v20260629-2331
6/30/2026
stackingActive70%73%27.2100
lightgbm_sub170%72%17.2
lightgbm70%75%25.0
xgboost70%73%22.3
random_forest70%75%20.1
xgboost_sub269%72%17.3
elasticnet69%72%18.3
xgboost_cls69%68%20.1
ridge68%71%17.1
xgboost_sub168%68%17.5
v20260629-0433
6/29/2026
lightgbmActive70%74%24.9100
+roster_change__away_roster_retention+team_form__diff_wavg_score_8+team_strengths__diff_transition_rebound50_avg+adjusted_form__away_off_disposals_rating+advanced_stats__away_tackles_inside_fifty_avg5+team_form__home_upset_index+adjusted_form__away_off_clearances_rating+roster_change__away_arrived_avg_goals+adjusted_form__away_def_tackles_rating+advanced_stats__home_contest_off_wins_avg5+roster_change__away_departed_avg_goals+interaction__elo_x_form+adjusted_form__diff_def_contested_possessions_rating-team_form__diff_avg_score_5-team_form__diff_avg_score_8-team_strengths__diff_territory_rebound50_avg-adjusted_form__away_off_rebound_50s_rating-weather_impact__diff_contested_in_rain-adjusted_form__away_def_score_rating-contextual__home_ladder_wins-roster_change__home_departed_avg_goals-weather_impact__diff_contested_wet_advantage-venue__diff_venue_win_pct-matchup__h2h_home_win_pct-adjusted_form__away_off_inside_50s_rating-adjusted_form__diff_off_score_rating
xgboost70%72%17.3
random_forest70%74%20.1
elasticnet70%71%23.7
stacking69%72%26.6
xgboost_sub169%71%16.8
xgboost_sub269%71%24.5
lightgbm_sub169%73%20.3
ridge69%72%17.1
xgboost_cls69%71%20.2
v20260629-0101
6/29/2026
lightgbm_sub1Active70%71%25.2100
+team_form__diff_wavg_margin_5+team_strengths__diff_territory_rebound50_avg+weather_impact__diff_contested_in_rain+venue__ground_width+adjusted_form__away_off_hitouts_rating+player_impact__diff_missing_count+contextual__home_ladder_wins+roster_change__home_departed_avg_goals+weather_impact__diff_contested_wet_advantage+coaching__away_coach_win_rate_recent+coaching__away_coach_win_rate+venue__diff_venue_win_pct+transform__log_abs_diff_scoring_shot_differential+adjusted_form__away_off_score_rating+adjusted_form__away_off_inside_50s_rating+adjusted_form__diff_off_score_rating-team_form__diff_rolling_pct_5-team_strengths__diff_transition_rebound50_avg-adjusted_form__away_off_clearances_rating-adjusted_form__away_def_tackles_rating-advanced_stats__home_contest_off_wins_avg5-roster_change__away_roster_retention-player_impact__diff_missing_disposal_share-roster_change__home_departed_avg_disposals-player_impact__diff_max_missing_win_impact-roster_change__away_arrived_avg_goals-team_form__away_avg_score_3-adjusted_form__away_off_disposals_rating-interaction__elo_x_form-team_form__home_upset_index-scheduling__away_short_turnaround_count_4-advanced_stats__diff_tackles_inside_fifty_avg5
stacking70%62%27.8
xgboost70%75%23.9
random_forest69%75%17.2
elasticnet69%74%21.6
lightgbm69%74%17.2
xgboost_cls69%69%20.2
xgboost_sub269%74%17.1
xgboost_sub169%74%20.5
ridge68%72%17.2
v20260626-0617
6/26/2026
random_forestActive69%74%17.1100
+team_form__diff_avg_score_8+player_impact__diff_max_missing_win_impact-team_form__diff_wavg_score_8-matchup__h2h_home_avg_margin
xgboost_sub269%71%22.5
stacking69%72%27.3
xgboost69%69%22.5
elasticnet69%72%17.0
xgboost_sub169%73%17.2
lightgbm_sub169%73%17.5
xgboost_cls69%72%20.2
lightgbm69%74%20.6
ridge68%71%25.5
v20260626-0245
6/26/2026
random_forestActive70%73%17.2100
+team_form__away_sos_weighted_margin_3+team_strengths__diff_transition_rebound50_avg+adjusted_form__diff_off_tackles_rating+team_form__home_sos_weighted_margin_3+venue__ground_area+cohesion__away_team_avg_shared_games+roster_change__away_departed_avg_disposals+adjusted_form__away_off_rebound_50s_rating+advanced_stats__home_contest_off_wins_avg5+adjusted_form__diff_off_clearances_rating+team_form__away_form_vs_expected+adjusted_form__matchup_advantage+team_form__diff_avg_inside_50s_8+roster_change__away_arrived_avg_goals+team_form__away_avg_score_3+player_form__diff_avg_player_goals_3+adjusted_form__away_off_disposals_rating+team_strengths__diff_scoring_shot_differential+advanced_stats__diff_tackles_inside_fifty_avg5+player_impact__home_team_quality_avg_disposals+team_form__home_upset_index+venue__home_venue_win_pct+scheduling__away_short_turnaround_count_4+player_impact__diff_missing_disposal_share+matchup__h2h_home_avg_margin-adjusted_form__home_overall_defensive-venue__ground_width-adjusted_form__away_off_hitouts_rating-adjusted_form__away_overall_defensive-cohesion__diff_team_avg_shared_games-team_form__home_avg_score_8-player_form__away_avg_player_clearances_3-venue__diff_venue_win_pct-advanced_stats__diff_rating_points_avg5-cohesion__away_team_avg_shared_wins-adjusted_form__away_off_inside_50s_rating-team_form__home_wavg_margin_5-adjusted_form__away_off_score_rating-coaching__away_coach_win_rate-team_form__away_avg_score_5-advanced_stats__home_f50_ground_ball_gets_avg5-adjusted_form__diff_off_rebound_50s_rating-team_form__home_avg_score_3-player_impact__diff_missing_clearance_share-advanced_stats__home_metres_gained_avg5-coaching__home_coach_win_rate_recent-transform__log_abs_diff_scoring_shot_differential-team_form__away_avg_score_8-player_impact__diff_missing_total_role_criticality-adjusted_form__diff_off_marks_inside_50_rating
lightgbm70%73%25.4
lightgbm_sub170%73%25.7
stacking70%75%26.5
xgboost_sub170%71%22.4
xgboost_sub270%74%23.4
xgboost69%73%17.0
xgboost_cls69%71%20.1
ridge69%71%17.1
elasticnet68%75%16.9
v20260625-0409
6/25/2026
xgboost_sub1Active71%—16.7100
+cohesion__diff_team_shared_win_pct+team_form__diff_rolling_pct_5+team_form__diff_wavg_score_8+cohesion__diff_team_avg_shared_wins+cohesion__away_team_shared_win_pct+cohesion__home_team_shared_win_pct+adjusted_form__home_off_contested_possessions_rating+venue__ground_width+adjusted_form__away_def_clearances_rating+cohesion__away_team_avg_shared_wins+contextual__away_ladder_pct+adjusted_form__away_def_disposals_rating+coaching__away_coach_win_rate+cohesion__home_team_avg_shared_wins+team_form__away_avg_score_8+adjusted_form__diff_off_marks_inside_50_rating+matchup__h2h_home_win_pct-team_form__diff_wavg_margin_5-team_form__diff_avg_score_8-adjusted_form__away_off_rebound_50s_rating-team_form__away_win_streak-player_impact__diff_missing_count-roster_change__away_departed_avg_goals-team_strengths__away_defensive_points_conceded_avg-cohesion__diff_mid_group_shared_games-player_impact__home_def_replacement_gap-roster_change__home_departed_avg_goals-venue__home_venue_win_pct-team_strengths__diff_scoring_shot_differential-cohesion__home_coach_squad_avg_tenure-adjusted_form__diff_off_score_rating-matchup__h2h_home_avg_margin-roster_change__home_arrived_avg_disposals-team_form__home_sos_weighted_margin_3
stacking70%—27.4
xgboost70%—16.2
elasticnet70%—23.7
lightgbm_sub170%—19.6
xgboost_sub270%—16.3
lightgbm70%—15.9
ridge70%—16.0
xgboost_cls70%—19.8
random_forest69%—16.5
v20260625-0114
6/25/2026
lightgbmActive71%—16.5100
stacking71%—27.5
elasticnet70%—17.2
xgboost_cls70%—19.7
xgboost_sub170%—16.1
xgboost70%—16.2
random_forest70%—16.3
lightgbm_sub170%—16.1
xgboost_sub270%—16.4
ridge69%—16.1

Error Analysis — v20261106-0745

Matches Analysed
3075
Overall Tip Rate
67%
Overall MAE
29.5

By Round Phase

CategoryNTip RateMAE
early79966%30.2
mid134769%28.6
late84368%30.1
finals8657%32.0

By Margin Bucket

CategoryNTip RateMAE
close92255%18.2
medium94864%23.9
blowout120580%42.6

By Confidence

CategoryNTip RateMAE
low95357%27.1
medium108064%29.4
high104281%31.9

By Team (worst tip rate)

TeamNTip RateMAE
Collingwood35161%29.0
Western Bulldogs34164%29.9
Sydney35664%27.6
Fremantle34064%28.8
Port Adelaide34364%30.9
Hawthorn35365%30.5
Adelaide33966%29.7
Richmond34467%29.1
Carlton33667%27.4
TeamNTip RateMAE
Gold Coast33074%31.8
West Coast34572%29.9
North Melbourne33671%29.0
Brisbane Lions34870%28.2
Greater Western Sydney32570%30.5
St Kilda33269%28.4
Geelong36069%30.6
Essendon33369%29.8
Melbourne33868%30.4
Total upsets (wrong direction): 979