While AI and robotics can enhance efficiency and reduce costs by automating some routine and administrative tasks within the role of Industrial Production Managers, the need for strategic decision-making, human oversight, and management of personnel interactions limits full displacement by AI.
64/100Consequence_of_Error
51/100Consequence_of_Error
78/100Consequence_of_Error
75/100Consequence_of_Error
74/100Consequence_of_Error
44/100Consequence_of_Error
92/100Contact_With_Others
91/100Contact_With_Others
85/100Contact_With_Others
87/100Contact_With_Others
86/100Contact_With_Others
96/100Contact_With_Others
86/100Coordinate_or_Lead_Others
76/100Coordinate_or_Lead_Others
75/100Coordinate_or_Lead_Others
79/100Coordinate_or_Lead_Others
79/100Coordinate_or_Lead_Others
71/100Coordinate_or_Lead_Others
35/100Cramped_Work_Space_Awkward_Positions
24/100Cramped_Work_Space_Awkward_Positions
16/100Cramped_Work_Space_Awkward_Positions
7/100Cramped_Work_Space_Awkward_Positions
40/100Cramped_Work_Space_Awkward_Positions
37/100Cramped_Work_Space_Awkward_Positions
47/100Deal_With_External_Customers
64/100Deal_With_External_Customers
64/100Deal_With_External_Customers
66/100Deal_With_External_Customers
65/100Deal_With_External_Customers
65/100Deal_With_External_Customers
8/100Deal_With_Physically_Aggressive_People
10/100Deal_With_Physically_Aggressive_People
11/100Deal_With_Physically_Aggressive_People
11/100Deal_With_Physically_Aggressive_People
14/100Deal_With_Physically_Aggressive_People
7/100Deal_With_Physically_Aggressive_People
50/100Deal_With_Unpleasant_or_Angry_People
50/100Deal_With_Unpleasant_or_Angry_People
42/100Deal_With_Unpleasant_or_Angry_People
39/100Deal_With_Unpleasant_or_Angry_People
40/100Deal_With_Unpleasant_or_Angry_People
48/100Deal_With_Unpleasant_or_Angry_People
42/100Degree_of_Automation
31/100Degree_of_Automation
60/100Degree_of_Automation
26/100Degree_of_Automation
38/100Degree_of_Automation
37/100Degree_of_Automation
85/100Duration_of_Typical_Work_Week
88/100Duration_of_Typical_Work_Week
98/100Duration_of_Typical_Work_Week
96/100Duration_of_Typical_Work_Week
95/100Duration_of_Typical_Work_Week
83/100Duration_of_Typical_Work_Week
97/100Electronic_Mail
100/100Electronic_Mail
100/100Electronic_Mail
98/100Electronic_Mail
100/100Electronic_Mail
100/100Electronic_Mail
77/100Exposed_to_Contaminants
62/100Exposed_to_Contaminants
61/100Exposed_to_Contaminants
48/100Exposed_to_Contaminants
47/100Exposed_to_Contaminants
72/100Exposed_to_Contaminants
17/100Exposed_to_Disease_or_Infections
8/100Exposed_to_Disease_or_Infections
8/100Exposed_to_Disease_or_Infections
4/100Exposed_to_Disease_or_Infections
6/100Exposed_to_Disease_or_Infections
10/100Exposed_to_Disease_or_Infections
59/100Exposed_to_Hazardous_Conditions
78/100Exposed_to_Hazardous_Conditions
30/100Exposed_to_Hazardous_Conditions
61/100Exposed_to_Hazardous_Conditions
40/100Exposed_to_Hazardous_Conditions
52/100Exposed_to_Hazardous_Conditions
63/100Exposed_to_Hazardous_Equipment
48/100Exposed_to_Hazardous_Equipment
59/100Exposed_to_Hazardous_Equipment
58/100Exposed_to_Hazardous_Equipment
54/100Exposed_to_Hazardous_Equipment
25/100Exposed_to_Hazardous_Equipment
26/100Exposed_to_High_Places
11/100Exposed_to_High_Places
61/100Exposed_to_High_Places
43/100Exposed_to_High_Places
40/100Exposed_to_High_Places
69/100Exposed_to_High_Places
48/100Exposed_to_Minor_Burns_Cuts_Bites_or_Stings
33/100Exposed_to_Minor_Burns_Cuts_Bites_or_Stings
39/100Exposed_to_Minor_Burns_Cuts_Bites_or_Stings
37/100Exposed_to_Minor_Burns_Cuts_Bites_or_Stings
36/100Exposed_to_Minor_Burns_Cuts_Bites_or_Stings
7/100Exposed_to_Minor_Burns_Cuts_Bites_or_Stings
4/100Exposed_to_Radiation
4/100Exposed_to_Radiation
0/100Exposed_to_Radiation
2/100Exposed_to_Radiation
2/100Exposed_to_Radiation
2/100Exposed_to_Radiation
7/100Exposed_to_Whole_Body_Vibration
0/100Exposed_to_Whole_Body_Vibration
18/100Exposed_to_Whole_Body_Vibration
7/100Exposed_to_Whole_Body_Vibration
11/100Exposed_to_Whole_Body_Vibration
15/100Exposed_to_Whole_Body_Vibration
37/100Extremely_Bright_or_Inadequate_Lighting
30/100Extremely_Bright_or_Inadequate_Lighting
44/100Extremely_Bright_or_Inadequate_Lighting
46/100Extremely_Bright_or_Inadequate_Lighting
11/100Extremely_Bright_or_Inadequate_Lighting
59/100Extremely_Bright_or_Inadequate_Lighting
94/100Face-to-Face_Discussions
96/100Face-to-Face_Discussions
99/100Face-to-Face_Discussions
95/100Face-to-Face_Discussions
95/100Face-to-Face_Discussions
98/100Face-to-Face_Discussions
89/100Freedom_to_Make_Decisions
89/100Freedom_to_Make_Decisions
85/100Freedom_to_Make_Decisions
81/100Freedom_to_Make_Decisions
91/100Freedom_to_Make_Decisions
86/100Freedom_to_Make_Decisions
61/100Frequency_of_Conflict_Situations
61/100Frequency_of_Conflict_Situations
53/100Frequency_of_Conflict_Situations
49/100Frequency_of_Conflict_Situations
65/100Frequency_of_Conflict_Situations
55/100Frequency_of_Conflict_Situations
86/100Frequency_of_Decision_Making
86/100Frequency_of_Decision_Making
81/100Frequency_of_Decision_Making
81/100Frequency_of_Decision_Making
85/100Frequency_of_Decision_Making
90/100Frequency_of_Decision_Making
85/100Impact_of_Decisions_on_Co-workers_or_Company_Results
82/100Impact_of_Decisions_on_Co-workers_or_Company_Results
83/100Impact_of_Decisions_on_Co-workers_or_Company_Results
86/100Impact_of_Decisions_on_Co-workers_or_Company_Results
86/100Impact_of_Decisions_on_Co-workers_or_Company_Results
89/100Impact_of_Decisions_on_Co-workers_or_Company_Results
83/100Importance_of_Being_Exact_or_Accurate
82/100Importance_of_Being_Exact_or_Accurate
87/100Importance_of_Being_Exact_or_Accurate
77/100Importance_of_Being_Exact_or_Accurate
82/100Importance_of_Being_Exact_or_Accurate
83/100Importance_of_Being_Exact_or_Accurate
73/100Importance_of_Repeating_Same_Tasks
65/100Importance_of_Repeating_Same_Tasks
64/100Importance_of_Repeating_Same_Tasks
54/100Importance_of_Repeating_Same_Tasks
63/100Importance_of_Repeating_Same_Tasks
63/100Importance_of_Repeating_Same_Tasks
93/100In_an_Enclosed_Vehicle_or_Equipment
35/100In_an_Enclosed_Vehicle_or_Equipment
73/100In_an_Enclosed_Vehicle_or_Equipment
45/100In_an_Enclosed_Vehicle_or_Equipment
6/100In_an_Enclosed_Vehicle_or_Equipment
39/100In_an_Enclosed_Vehicle_or_Equipment
42/100In_an_Open_Vehicle_or_Equipment
16/100In_an_Open_Vehicle_or_Equipment
23/100In_an_Open_Vehicle_or_Equipment
22/100In_an_Open_Vehicle_or_Equipment
21/100In_an_Open_Vehicle_or_Equipment
0/100In_an_Open_Vehicle_or_Equipment
89/100Indoors_Environmentally_Controlled
93/100Indoors_Environmentally_Controlled
92/100Indoors_Environmentally_Controlled
62/100Indoors_Environmentally_Controlled
81/100Indoors_Environmentally_Controlled
99/100Indoors_Environmentally_Controlled
27/100Indoors_Not_Environmentally_Controlled
71/100Indoors_Not_Environmentally_Controlled
84/100Indoors_Not_Environmentally_Controlled
94/100Indoors_Not_Environmentally_Controlled
86/100Indoors_Not_Environmentally_Controlled
64/100Indoors_Not_Environmentally_Controlled
73/100Letters_and_Memos
68/100Letters_and_Memos
70/100Letters_and_Memos
53/100Letters_and_Memos
63/100Letters_and_Memos
81/100Letters_and_Memos
51/100Level_of_Competition
71/100Level_of_Competition
42/100Level_of_Competition
62/100Level_of_Competition
51/100Level_of_Competition
54/100Level_of_Competition
66/100Outdoors_Exposed_to_Weather
63/100Outdoors_Exposed_to_Weather
33/100Outdoors_Exposed_to_Weather
77/100Outdoors_Exposed_to_Weather
76/100Outdoors_Exposed_to_Weather
23/100Outdoors_Exposed_to_Weather
46/100Outdoors_Under_Cover
46/100Outdoors_Under_Cover
48/100Outdoors_Under_Cover
24/100Outdoors_Under_Cover
6/100Outdoors_Under_Cover
63/100Outdoors_Under_Cover
65/100Pace_Determined_by_Speed_of_Equipment
43/100Pace_Determined_by_Speed_of_Equipment
56/100Pace_Determined_by_Speed_of_Equipment
13/100Pace_Determined_by_Speed_of_Equipment
69/100Pace_Determined_by_Speed_of_Equipment
34/100Pace_Determined_by_Speed_of_Equipment
65/100Physical_Proximity
50/100Physical_Proximity
48/100Physical_Proximity
53/100Physical_Proximity
56/100Physical_Proximity
38/100Physical_Proximity
45/100Public_Speaking
53/100Public_Speaking
50/100Public_Speaking
43/100Public_Speaking
39/100Public_Speaking
44/100Public_Speaking
87/100Responsibility_for_Outcomes_and_Results
94/100Responsibility_for_Outcomes_and_Results
94/100Responsibility_for_Outcomes_and_Results
93/100Responsibility_for_Outcomes_and_Results
91/100Responsibility_for_Outcomes_and_Results
78/100Responsibility_for_Outcomes_and_Results
78/100Responsible_for_Others_Health_and_Safety
89/100Responsible_for_Others_Health_and_Safety
99/100Responsible_for_Others_Health_and_Safety
96/100Responsible_for_Others_Health_and_Safety
96/100Responsible_for_Others_Health_and_Safety
95/100Responsible_for_Others_Health_and_Safety
72/100Sounds_Noise_Levels_Are_Distracting_or_Uncomfortable
82/100Sounds_Noise_Levels_Are_Distracting_or_Uncomfortable
76/100Sounds_Noise_Levels_Are_Distracting_or_Uncomfortable
74/100Sounds_Noise_Levels_Are_Distracting_or_Uncomfortable
69/100Sounds_Noise_Levels_Are_Distracting_or_Uncomfortable
37/100Sounds_Noise_Levels_Are_Distracting_or_Uncomfortable
27/100Spend_Time_Bending_or_Twisting_the_Body
21/100Spend_Time_Bending_or_Twisting_the_Body
35/100Spend_Time_Bending_or_Twisting_the_Body
18/100Spend_Time_Bending_or_Twisting_the_Body
18/100Spend_Time_Bending_or_Twisting_the_Body
7/100Spend_Time_Bending_or_Twisting_the_Body
27/100Spend_Time_Climbing_Ladders_Scaffolds_or_Poles
21/100Spend_Time_Climbing_Ladders_Scaffolds_or_Poles
20/100Spend_Time_Climbing_Ladders_Scaffolds_or_Poles
24/100Spend_Time_Climbing_Ladders_Scaffolds_or_Poles
10/100Spend_Time_Climbing_Ladders_Scaffolds_or_Poles
5/100Spend_Time_Climbing_Ladders_Scaffolds_or_Poles
13/100Spend_Time_Keeping_or_Regaining_Balance
14/100Spend_Time_Keeping_or_Regaining_Balance
14/100Spend_Time_Keeping_or_Regaining_Balance
4/100Spend_Time_Keeping_or_Regaining_Balance
9/100Spend_Time_Keeping_or_Regaining_Balance
17/100Spend_Time_Keeping_or_Regaining_Balance
24/100Spend_Time_Kneeling_Crouching_Stooping_or_Crawling
23/100Spend_Time_Kneeling_Crouching_Stooping_or_Crawling
23/100Spend_Time_Kneeling_Crouching_Stooping_or_Crawling
13/100Spend_Time_Kneeling_Crouching_Stooping_or_Crawling
14/100Spend_Time_Kneeling_Crouching_Stooping_or_Crawling
9/100Spend_Time_Kneeling_Crouching_Stooping_or_Crawling
34/100Spend_Time_Making_Repetitive_Motions
24/100Spend_Time_Making_Repetitive_Motions
32/100Spend_Time_Making_Repetitive_Motions
23/100Spend_Time_Making_Repetitive_Motions
38/100Spend_Time_Making_Repetitive_Motions
27/100Spend_Time_Making_Repetitive_Motions
64/100Spend_Time_Sitting
63/100Spend_Time_Sitting
65/100Spend_Time_Sitting
43/100Spend_Time_Sitting
68/100Spend_Time_Sitting
57/100Spend_Time_Sitting
42/100Spend_Time_Standing
31/100Spend_Time_Standing
41/100Spend_Time_Standing
40/100Spend_Time_Standing
37/100Spend_Time_Standing
62/100Spend_Time_Standing
38/100Spend_Time_Using_Your_Hands_to_Handle_Control_or_Feel_Objects_Tools_or_Controls
37/100Spend_Time_Using_Your_Hands_to_Handle_Control_or_Feel_Objects_Tools_or_Controls
43/100Spend_Time_Using_Your_Hands_to_Handle_Control_or_Feel_Objects_Tools_or_Controls
35/100Spend_Time_Using_Your_Hands_to_Handle_Control_or_Feel_Objects_Tools_or_Controls
18/100Spend_Time_Using_Your_Hands_to_Handle_Control_or_Feel_Objects_Tools_or_Controls
20/100Spend_Time_Using_Your_Hands_to_Handle_Control_or_Feel_Objects_Tools_or_Controls
33/100Spend_Time_Walking_and_Running
38/100Spend_Time_Walking_and_Running
33/100Spend_Time_Walking_and_Running
30/100Spend_Time_Walking_and_Running
51/100Spend_Time_Walking_and_Running
35/100Spend_Time_Walking_and_Running
89/100Structured_versus_Unstructured_Work
94/100Structured_versus_Unstructured_Work
85/100Structured_versus_Unstructured_Work
78/100Structured_versus_Unstructured_Work
87/100Structured_versus_Unstructured_Work
87/100Structured_versus_Unstructured_Work
89/100Telephone
91/100Telephone
97/100Telephone
96/100Telephone
100/100Telephone
100/100Telephone
83/100Time_Pressure
78/100Time_Pressure
74/100Time_Pressure
80/100Time_Pressure
80/100Time_Pressure
73/100Time_Pressure
77/100Very_Hot_or_Cold_Temperatures
61/100Very_Hot_or_Cold_Temperatures
61/100Very_Hot_or_Cold_Temperatures
67/100Very_Hot_or_Cold_Temperatures
43/100Very_Hot_or_Cold_Temperatures
27/100Very_Hot_or_Cold_Temperatures
91/100Wear_Common_Protective_or_Safety_Equipment_such_as_Safety_Shoes_Glasses_Gloves_Hearing_Protection_Hard_Hats_or_Life_Jackets
90/100Wear_Common_Protective_or_Safety_Equipment_such_as_Safety_Shoes_Glasses_Gloves_Hearing_Protection_Hard_Hats_or_Life_Jackets
95/100Wear_Common_Protective_or_Safety_Equipment_such_as_Safety_Shoes_Glasses_Gloves_Hearing_Protection_Hard_Hats_or_Life_Jackets
94/100Wear_Common_Protective_or_Safety_Equipment_such_as_Safety_Shoes_Glasses_Gloves_Hearing_Protection_Hard_Hats_or_Life_Jackets
61/100Wear_Common_Protective_or_Safety_Equipment_such_as_Safety_Shoes_Glasses_Gloves_Hearing_Protection_Hard_Hats_or_Life_Jackets
93/100Wear_Common_Protective_or_Safety_Equipment_such_as_Safety_Shoes_Glasses_Gloves_Hearing_Protection_Hard_Hats_or_Life_Jackets
33/100Wear_Specialized_Protective_or_Safety_Equipment_such_as_Breathing_Apparatus_Safety_Harness_Full_Protection_Suits_or_Radiation_Protection
15/100Wear_Specialized_Protective_or_Safety_Equipment_such_as_Breathing_Apparatus_Safety_Harness_Full_Protection_Suits_or_Radiation_Protection
43/100Wear_Specialized_Protective_or_Safety_Equipment_such_as_Breathing_Apparatus_Safety_Harness_Full_Protection_Suits_or_Radiation_Protection
26/100Wear_Specialized_Protective_or_Safety_Equipment_such_as_Breathing_Apparatus_Safety_Harness_Full_Protection_Suits_or_Radiation_Protection
25/100Wear_Specialized_Protective_or_Safety_Equipment_such_as_Breathing_Apparatus_Safety_Harness_Full_Protection_Suits_or_Radiation_Protection
9/100Wear_Specialized_Protective_or_Safety_Equipment_such_as_Breathing_Apparatus_Safety_Harness_Full_Protection_Suits_or_Radiation_Protection
22/100Work_Schedules
15/100Work_Schedules
27/100Work_Schedules
16/100Work_Schedules
19/100Work_Schedules
5/100Work_Schedules
95/100Work_With_Work_Group_or_Team
88/100Work_With_Work_Group_or_Team
92/100Work_With_Work_Group_or_Team
92/100Work_With_Work_Group_or_Team
94/100Work_With_Work_Group_or_Team
86/100Work_With_Work_Group_or_Team