student_name,recommended_skill,student_total_skills,student_unique_skills,student_hours_worked,student_pay_valid,student_avg_checkin_length,student_skill_count_for_rec,days_since_last_checkin,followed_through
Marcus Williams,character_modeling_3d,71,12,9.97,1,205.6,0,3,1
Marcus Williams,app_deployment,71,12,9.97,1,205.6,0,3,1
Marcus Williams,mvp_validation,71,12,9.97,1,205.6,0,5,1
Marcus Williams,web_development,71,12,9.97,1,205.6,0,1,1
Aisha Patel,web_development,104,20,9.32,1,193.3,9,5,1
Aisha Patel,game_design,104,20,9.32,1,193.3,0,1,1
Aisha Patel,app_development,104,20,9.32,1,193.3,13,5,0
Aisha Patel,programming_fundamentals,104,20,9.32,1,193.3,8,6,1
Jordan Chen,teamwork,93,12,7.97,1,193.8,2,4,1
Jordan Chen,project_management,93,12,7.97,1,193.8,0,1,0
Jordan Chen,sound_design,93,12,7.97,1,193.8,4,6,1
Jordan Chen,group_leadership,93,12,7.97,1,193.8,0,6,1
Jordan Chen,system_architecture,93,12,7.97,1,193.8,0,3,1
Priya Robinson,knowledge_articulation,88,18,3.56,0,196.0,1,2,0
Priya Robinson,mvp_validation,88,18,3.56,0,196.0,5,2,0
Priya Robinson,mcp_servers,88,18,3.56,0,196.0,6,1,0
Priya Robinson,mathematics,88,18,3.56,0,196.0,0,6,0
Priya Robinson,game_coding,88,18,3.56,0,196.0,1,1,1
DeShawn Davis,game_concept,37,15,6.59,1,189.5,2,5,1
DeShawn Davis,mvp_validation,37,15,6.59,1,189.5,2,3,0
DeShawn Davis,automation,37,15,6.59,1,189.5,2,2,1
DeShawn Davis,data_collection,37,15,6.59,1,189.5,0,2,0
DeShawn Davis,api_creation,37,15,6.59,1,189.5,0,6,0
Luna Martinez,automation,73,14,8.01,1,205.6,0,0,1
Luna Martinez,api_creation,73,14,8.01,1,205.6,0,1,1
Luna Martinez,python_programming,73,14,8.01,1,205.6,11,6,1
Luna Martinez,python_programming,73,14,8.01,1,205.6,11,3,0
Luna Martinez,game_concept,73,14,8.01,1,205.6,0,6,1
Kai Johnson,sound_design,115,18,8.51,1,193.3,1,3,0
Kai Johnson,app_deployment,115,18,8.51,1,193.3,10,2,0
Kai Johnson,mathematics,115,18,8.51,1,193.3,1,1,0
Kai Johnson,problem_solving,115,18,8.51,1,193.3,4,3,0
Kai Johnson,character_modeling_3d,115,18,8.51,1,193.3,2,5,0
Zara Kim,mathematics,94,15,11.7,1,193.8,0,0,1
Zara Kim,data_analysis,94,15,11.7,1,193.8,1,0,1
Zara Kim,game_development,94,15,11.7,1,193.8,10,0,1
Zara Kim,problem_solving,94,15,11.7,1,193.8,2,2,1
Elijah Brown,data_analysis,101,14,11.39,1,196.0,0,2,1
Elijah Brown,project_management,101,14,11.39,1,196.0,0,6,1
Elijah Brown,python_programming,101,14,11.39,1,196.0,0,0,1
Maya Garcia,game_coding,52,20,3.82,0,189.5,0,5,0
Maya Garcia,agent_building,52,20,3.82,0,189.5,2,0,1
Maya Garcia,robotics,52,20,3.82,0,189.5,0,2,0
Maya Garcia,workflow_building,52,20,3.82,0,189.5,0,3,1
Andre Thompson,python_programming,73,16,8.17,1,205.6,6,0,1
Andre Thompson,workflow_building,73,16,8.17,1,205.6,0,4,1
Andre Thompson,python_programming,73,16,8.17,1,205.6,6,5,1
Sofia Lee,knowledge_articulation,103,18,7.25,1,193.3,0,2,1
Sofia Lee,project_management,103,18,7.25,1,193.3,1,4,0
Sofia Lee,problem_solving,103,18,7.25,1,193.3,3,5,1
Sofia Lee,animation,103,18,7.25,1,193.3,0,0,1
Sofia Lee,problem_solving,103,18,7.25,1,193.3,3,4,0
Jamal Jackson,workflows,96,21,2.23,0,193.8,1,2,0
Jamal Jackson,project_planning,96,21,2.23,0,193.8,3,3,0
Jamal Jackson,data_analysis,96,21,2.23,0,193.8,0,6,0
Jamal Jackson,system_architecture,96,21,2.23,0,193.8,0,2,1
Jamal Jackson,group_leadership,96,21,2.23,0,193.8,2,1,0
Nia Nguyen,mvp_validation,88,15,8.12,1,196.0,8,6,0
Nia Nguyen,api_creation,88,15,8.12,1,196.0,3,0,1
Nia Nguyen,workflow_building,88,15,8.12,1,196.0,13,0,1
Nia Nguyen,game_coding,88,15,8.12,1,196.0,0,4,0
Omar Harris,model_training,34,14,2.47,0,189.5,1,0,0
Omar Harris,animation,34,14,2.47,0,189.5,0,2,0
Omar Harris,data_analysis,34,14,2.47,0,189.5,2,3,1
Omar Harris,prompt_engineering,34,14,2.47,0,189.5,6,3,0
Omar Harris,character_modeling_3d,34,14,2.47,0,189.5,0,5,1
Camille Clark,group_leadership,67,13,5.66,1,205.6,0,2,0
Camille Clark,game_design,67,13,5.66,1,205.6,0,5,1
Camille Clark,mvp_validation,67,13,5.66,1,205.6,0,4,1
Camille Clark,data_analysis,67,13,5.66,1,205.6,7,3,1
Rashid Wright,character_modeling_3d,108,17,2.91,0,193.3,1,6,0
Rashid Wright,data_analysis,108,17,2.91,0,193.3,2,3,0
Rashid Wright,game_production,108,17,2.91,0,193.3,0,6,1
Destiny Lewis,prompt_engineering,90,17,4.0,1,193.8,0,2,1
Destiny Lewis,teamwork,90,17,4.0,1,193.8,5,5,0
Destiny Lewis,data_analysis,90,17,4.0,1,193.8,0,4,1
Destiny Lewis,project_planning,90,17,4.0,1,193.8,4,3,1
Isaiah Walker,robotics,99,17,11.83,1,196.0,0,3,0
Isaiah Walker,sound_design,99,17,11.83,1,196.0,0,5,0
Isaiah Walker,mvp_validation,99,17,11.83,1,196.0,5,3,1
Aaliyah Young,programming_fundamentals,45,17,2.46,0,189.5,0,2,0
Aaliyah Young,teamwork,45,17,2.46,0,189.5,7,6,1
Aaliyah Young,agent_building,45,17,2.46,0,189.5,2,1,0
Carlos Allen,agent_building,75,17,8.8,0,205.6,8,5,1
Carlos Allen,python_programming,75,17,8.8,0,205.6,4,6,0
Carlos Allen,workflow_building,75,17,8.8,0,205.6,0,6,1
Carlos Allen,workflow_building,75,17,8.8,0,205.6,0,1,0
Carlos Allen,data_analysis,75,17,8.8,0,205.6,5,0,0
Keisha Scott,sound_design,72,14,2.65,0,193.3,0,1,0
Keisha Scott,mvp_validation,72,14,2.65,0,193.3,0,1,0
Keisha Scott,game_development,72,14,2.65,0,193.3,0,3,0
Keisha Scott,workflows,72,14,2.65,0,193.3,3,4,1
Keisha Scott,prompt_engineering,72,14,2.65,0,193.3,1,5,0
Tyler Adams,game_concept,72,14,11.42,1,193.8,5,6,1
Tyler Adams,workflow_building,72,14,11.42,1,193.8,0,6,1
Tyler Adams,group_leadership,72,14,11.42,1,193.8,0,1,1
Tyler Adams,game_production,72,14,11.42,1,193.8,3,1,0
Tyler Adams,problem_solving,72,14,11.42,1,193.8,3,6,1
Amara Mitchell,data_analysis,97,15,10.08,1,196.0,0,4,1
Amara Mitchell,mcp_servers,97,15,10.08,1,196.0,6,6,1
Amara Mitchell,python_programming,97,15,10.08,1,196.0,0,3,1
Dante Carter,animation,41,12,2.16,0,189.5,0,4,0
Dante Carter,programming,41,12,2.16,0,189.5,8,2,0
Dante Carter,project_planning,41,12,2.16,0,189.5,8,3,0
Dante Carter,api_creation,41,12,2.16,0,189.5,0,4,1
Dante Carter,game_concept,41,12,2.16,0,189.5,0,6,0