| student_name,recommended_skill,followed_through,predicted_probability,predicted_class,prediction_level,confidence_label,correct |
| Marcus Williams,character_modeling_3d,1,0.9973,1,high,Very likely to follow through,1 |
| Marcus Williams,app_deployment,1,0.9973,1,high,Very likely to follow through,1 |
| Marcus Williams,mvp_validation,1,0.9996,1,high,Very likely to follow through,1 |
| Marcus Williams,web_development,1,0.9666,1,high,Very likely to follow through,1 |
| Aisha Patel,web_development,1,0.9662,1,high,Very likely to follow through,1 |
| Aisha Patel,game_design,1,0.9874,1,high,Very likely to follow through,1 |
| Aisha Patel,app_development,0,0.0292,0,low,Low likelihood — consider shorter scope or pairing,1 |
| Aisha Patel,programming_fundamentals,1,0.8897,1,high,Very likely to follow through,1 |
| Jordan Chen,teamwork,1,0.9891,1,high,Very likely to follow through,1 |
| Jordan Chen,project_management,0,0.0919,0,low,Low likelihood — consider shorter scope or pairing,1 |
| Jordan Chen,sound_design,1,0.9898,1,high,Very likely to follow through,1 |
| Jordan Chen,group_leadership,1,0.9838,1,high,Very likely to follow through,1 |
| Jordan Chen,system_architecture,1,0.9459,1,high,Very likely to follow through,1 |
| Priya Robinson,knowledge_articulation,0,0.0886,0,low,Low likelihood — consider shorter scope or pairing,1 |
| Priya Robinson,mvp_validation,0,0.0033,0,low,Low likelihood — consider shorter scope or pairing,1 |
| Priya Robinson,mcp_servers,0,0.0525,0,low,Low likelihood — consider shorter scope or pairing,1 |
| Priya Robinson,mathematics,0,0.0129,0,low,Low likelihood — consider shorter scope or pairing,1 |
| Priya Robinson,game_coding,1,0.8556,1,high,Very likely to follow through,1 |
| DeShawn Davis,game_concept,1,0.9084,1,high,Very likely to follow through,1 |
| DeShawn Davis,mvp_validation,0,0.0687,0,low,Low likelihood — consider shorter scope or pairing,1 |
| DeShawn Davis,automation,1,0.015,0,low,Low likelihood — consider shorter scope or pairing,0 |
| DeShawn Davis,data_collection,0,0.0044,0,low,Low likelihood — consider shorter scope or pairing,1 |
| DeShawn Davis,api_creation,0,0.051,0,low,Low likelihood — consider shorter scope or pairing,1 |
| Luna Martinez,automation,1,0.9977,1,high,Very likely to follow through,1 |
| Luna Martinez,api_creation,1,0.9572,1,high,Very likely to follow through,1 |
| Luna Martinez,python_programming,1,0.9629,1,high,Very likely to follow through,1 |
| Luna Martinez,python_programming,0,0.0622,0,low,Low likelihood — consider shorter scope or pairing,1 |
| Luna Martinez,game_concept,1,0.9981,1,high,Very likely to follow through,1 |
| Kai Johnson,sound_design,0,0.012,0,low,Low likelihood — consider shorter scope or pairing,1 |
| Kai Johnson,app_deployment,0,0.0144,0,low,Low likelihood — consider shorter scope or pairing,1 |
| Kai Johnson,mathematics,0,0.0074,0,low,Low likelihood — consider shorter scope or pairing,1 |
| Kai Johnson,problem_solving,0,0.0176,0,low,Low likelihood — consider shorter scope or pairing,1 |
| Kai Johnson,character_modeling_3d,0,0.2993,0,low,Low likelihood — consider shorter scope or pairing,1 |
| Zara Kim,mathematics,1,0.9933,1,high,Very likely to follow through,1 |
| Zara Kim,data_analysis,1,0.9708,1,high,Very likely to follow through,1 |
| Zara Kim,game_development,1,0.9956,1,high,Very likely to follow through,1 |
| Zara Kim,problem_solving,1,0.9853,1,high,Very likely to follow through,1 |
| Elijah Brown,data_analysis,1,0.9884,1,high,Very likely to follow through,1 |
| Elijah Brown,project_management,1,0.9968,1,high,Very likely to follow through,1 |
| Elijah Brown,python_programming,1,0.9974,1,high,Very likely to follow through,1 |
| Maya Garcia,game_coding,0,0.0393,0,low,Low likelihood — consider shorter scope or pairing,1 |
| Maya Garcia,agent_building,1,0.069,0,low,Low likelihood — consider shorter scope or pairing,0 |
| Maya Garcia,robotics,0,0.0639,0,low,Low likelihood — consider shorter scope or pairing,1 |
| Maya Garcia,workflow_building,1,0.8759,1,high,Very likely to follow through,1 |
| Andre Thompson,python_programming,1,0.9946,1,high,Very likely to follow through,1 |
| Andre Thompson,workflow_building,1,0.978,1,high,Very likely to follow through,1 |
| Andre Thompson,python_programming,1,0.9908,1,high,Very likely to follow through,1 |
| Sofia Lee,knowledge_articulation,1,0.9667,1,high,Very likely to follow through,1 |
| Sofia Lee,project_management,0,0.0561,0,low,Low likelihood — consider shorter scope or pairing,1 |
| Sofia Lee,problem_solving,1,0.9548,1,high,Very likely to follow through,1 |
| Sofia Lee,animation,1,0.9945,1,high,Very likely to follow through,1 |
| Sofia Lee,problem_solving,0,0.5244,1,medium,Moderate chance — may need support,0 |
| Jamal Jackson,workflows,0,0.0329,0,low,Low likelihood — consider shorter scope or pairing,1 |
| Jamal Jackson,project_planning,0,0.524,1,medium,Moderate chance — may need support,0 |
| Jamal Jackson,data_analysis,0,0.0318,0,low,Low likelihood — consider shorter scope or pairing,1 |
| Jamal Jackson,system_architecture,1,0.9183,1,high,Very likely to follow through,1 |
| Jamal Jackson,group_leadership,0,0.3249,0,low,Low likelihood — consider shorter scope or pairing,1 |
| Nia Nguyen,mvp_validation,0,0.0521,0,low,Low likelihood — consider shorter scope or pairing,1 |
| Nia Nguyen,api_creation,1,0.9851,1,high,Very likely to follow through,1 |
| Nia Nguyen,workflow_building,1,0.9786,1,high,Very likely to follow through,1 |
| Nia Nguyen,game_coding,0,0.064,0,low,Low likelihood — consider shorter scope or pairing,1 |
| Omar Harris,model_training,0,0.0045,0,low,Low likelihood — consider shorter scope or pairing,1 |
| Omar Harris,animation,0,0.014,0,low,Low likelihood — consider shorter scope or pairing,1 |
| Omar Harris,data_analysis,1,0.9324,1,high,Very likely to follow through,1 |
| Omar Harris,prompt_engineering,0,0.0353,0,low,Low likelihood — consider shorter scope or pairing,1 |
| Omar Harris,character_modeling_3d,1,0.9912,1,high,Very likely to follow through,1 |
| Camille Clark,group_leadership,0,0.9729,1,high,Very likely to follow through,0 |
| Camille Clark,game_design,1,0.997,1,high,Very likely to follow through,1 |
| Camille Clark,mvp_validation,1,0.9952,1,high,Very likely to follow through,1 |
| Camille Clark,data_analysis,1,0.9775,1,high,Very likely to follow through,1 |
| Rashid Wright,character_modeling_3d,0,0.0477,0,low,Low likelihood — consider shorter scope or pairing,1 |
| Rashid Wright,data_analysis,0,0.0274,0,low,Low likelihood — consider shorter scope or pairing,1 |
| Rashid Wright,game_production,1,0.9373,1,high,Very likely to follow through,1 |
| Destiny Lewis,prompt_engineering,1,0.9787,1,high,Very likely to follow through,1 |
| Destiny Lewis,teamwork,0,0.0465,0,low,Low likelihood — consider shorter scope or pairing,1 |
| Destiny Lewis,data_analysis,1,0.852,1,high,Very likely to follow through,1 |
| Destiny Lewis,project_planning,1,0.9394,1,high,Very likely to follow through,1 |
| Isaiah Walker,robotics,0,0.0426,0,low,Low likelihood — consider shorter scope or pairing,1 |
| Isaiah Walker,sound_design,0,0.0236,0,low,Low likelihood — consider shorter scope or pairing,1 |
| Isaiah Walker,mvp_validation,1,0.9141,1,high,Very likely to follow through,1 |
| Aaliyah Young,programming_fundamentals,0,0.0079,0,low,Low likelihood — consider shorter scope or pairing,1 |
| Aaliyah Young,teamwork,1,0.0052,0,low,Low likelihood — consider shorter scope or pairing,0 |
| Aaliyah Young,agent_building,0,0.0026,0,low,Low likelihood — consider shorter scope or pairing,1 |
| Carlos Allen,agent_building,1,0.9541,1,high,Very likely to follow through,1 |
| Carlos Allen,python_programming,0,0.0961,0,low,Low likelihood — consider shorter scope or pairing,1 |
| Carlos Allen,workflow_building,1,0.9272,1,high,Very likely to follow through,1 |
| Carlos Allen,workflow_building,0,0.0725,0,low,Low likelihood — consider shorter scope or pairing,1 |
| Carlos Allen,data_analysis,0,0.2621,0,low,Low likelihood — consider shorter scope or pairing,1 |
| Keisha Scott,sound_design,0,0.0024,0,low,Low likelihood — consider shorter scope or pairing,1 |
| Keisha Scott,mvp_validation,0,0.0024,0,low,Low likelihood — consider shorter scope or pairing,1 |
| Keisha Scott,game_development,0,0.0329,0,low,Low likelihood — consider shorter scope or pairing,1 |
| Keisha Scott,workflows,1,0.1187,0,low,Low likelihood — consider shorter scope or pairing,0 |
| Keisha Scott,prompt_engineering,0,0.1846,0,low,Low likelihood — consider shorter scope or pairing,1 |
| Tyler Adams,game_concept,1,0.9906,1,high,Very likely to follow through,1 |
| Tyler Adams,workflow_building,1,0.9913,1,high,Very likely to follow through,1 |
| Tyler Adams,group_leadership,1,0.0981,0,low,Low likelihood — consider shorter scope or pairing,0 |
| Tyler Adams,game_production,0,0.0724,0,low,Low likelihood — consider shorter scope or pairing,1 |
| Tyler Adams,problem_solving,1,0.9949,1,high,Very likely to follow through,1 |
| Amara Mitchell,data_analysis,1,0.9793,1,high,Very likely to follow through,1 |
| Amara Mitchell,mcp_servers,1,0.9942,1,high,Very likely to follow through,1 |
| Amara Mitchell,python_programming,1,0.9901,1,high,Very likely to follow through,1 |
| Dante Carter,animation,0,0.6101,1,medium,Moderate chance — may need support,0 |
| Dante Carter,programming,0,0.0,0,low,Low likelihood — consider shorter scope or pairing,1 |
| Dante Carter,project_planning,0,0.0,0,low,Low likelihood — consider shorter scope or pairing,1 |
| Dante Carter,api_creation,1,0.6101,1,medium,Moderate chance — may need support,1 |
| Dante Carter,game_concept,0,0.6081,1,medium,Moderate chance — may need support,0 |
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