While certain routine tasks in this occupation can be automated, the need for human creativity, problem-solving, and low error tolerance limits the extent to which AI can fully displace the job. However, partial automation can bring significant efficiency gains.
45/100Consequence_of_Error
45/100Consequence_of_Error
38/100Consequence_of_Error
50/100Consequence_of_Error
58/100Consequence_of_Error
89/100Contact_With_Others
67/100Contact_With_Others
78/100Contact_With_Others
70/100Contact_With_Others
65/100Contact_With_Others
70/100Coordinate_or_Lead_Others
78/100Coordinate_or_Lead_Others
80/100Coordinate_or_Lead_Others
65/100Coordinate_or_Lead_Others
64/100Coordinate_or_Lead_Others
10/100Cramped_Work_Space_Awkward_Positions
17/100Cramped_Work_Space_Awkward_Positions
11/100Cramped_Work_Space_Awkward_Positions
5/100Cramped_Work_Space_Awkward_Positions
5/100Cramped_Work_Space_Awkward_Positions
47/100Deal_With_External_Customers
44/100Deal_With_External_Customers
64/100Deal_With_External_Customers
53/100Deal_With_External_Customers
49/100Deal_With_External_Customers
3/100Deal_With_Physically_Aggressive_People
8/100Deal_With_Physically_Aggressive_People
3/100Deal_With_Physically_Aggressive_People
7/100Deal_With_Physically_Aggressive_People
7/100Deal_With_Physically_Aggressive_People
56/100Deal_With_Unpleasant_or_Angry_People
30/100Deal_With_Unpleasant_or_Angry_People
36/100Deal_With_Unpleasant_or_Angry_People
36/100Deal_With_Unpleasant_or_Angry_People
23/100Deal_With_Unpleasant_or_Angry_People
43/100Degree_of_Automation
42/100Degree_of_Automation
50/100Degree_of_Automation
29/100Degree_of_Automation
48/100Degree_of_Automation
80/100Duration_of_Typical_Work_Week
54/100Duration_of_Typical_Work_Week
89/100Duration_of_Typical_Work_Week
61/100Duration_of_Typical_Work_Week
65/100Duration_of_Typical_Work_Week
100/100Electronic_Mail
100/100Electronic_Mail
99/100Electronic_Mail
99/100Electronic_Mail
98/100Electronic_Mail
13/100Exposed_to_Contaminants
4/100Exposed_to_Contaminants
15/100Exposed_to_Contaminants
3/100Exposed_to_Contaminants
12/100Exposed_to_Contaminants
4/100Exposed_to_Disease_or_Infections
4/100Exposed_to_Disease_or_Infections
5/100Exposed_to_Disease_or_Infections
0/100Exposed_to_Disease_or_Infections
0/100Exposed_to_Disease_or_Infections
1/100Exposed_to_Hazardous_Conditions
0/100Exposed_to_Hazardous_Conditions
3/100Exposed_to_Hazardous_Conditions
3/100Exposed_to_Hazardous_Conditions
4/100Exposed_to_Hazardous_Conditions
9/100Exposed_to_Hazardous_Equipment
4/100Exposed_to_Hazardous_Equipment
0/100Exposed_to_Hazardous_Equipment
4/100Exposed_to_Hazardous_Equipment
3/100Exposed_to_Hazardous_Equipment
9/100Exposed_to_High_Places
10/100Exposed_to_High_Places
4/100Exposed_to_High_Places
3/100Exposed_to_High_Places
6/100Exposed_to_High_Places
0/100Exposed_to_Minor_Burns_Cuts_Bites_or_Stings
11/100Exposed_to_Minor_Burns_Cuts_Bites_or_Stings
4/100Exposed_to_Minor_Burns_Cuts_Bites_or_Stings
2/100Exposed_to_Minor_Burns_Cuts_Bites_or_Stings
6/100Exposed_to_Minor_Burns_Cuts_Bites_or_Stings
0/100Exposed_to_Radiation
0/100Exposed_to_Radiation
0/100Exposed_to_Radiation
0/100Exposed_to_Radiation
3/100Exposed_to_Radiation
0/100Exposed_to_Whole_Body_Vibration
1/100Exposed_to_Whole_Body_Vibration
1/100Exposed_to_Whole_Body_Vibration
0/100Exposed_to_Whole_Body_Vibration
1/100Exposed_to_Whole_Body_Vibration
14/100Extremely_Bright_or_Inadequate_Lighting
9/100Extremely_Bright_or_Inadequate_Lighting
15/100Extremely_Bright_or_Inadequate_Lighting
6/100Extremely_Bright_or_Inadequate_Lighting
19/100Extremely_Bright_or_Inadequate_Lighting
90/100Face-to-Face_Discussions
90/100Face-to-Face_Discussions
86/100Face-to-Face_Discussions
85/100Face-to-Face_Discussions
84/100Face-to-Face_Discussions
76/100Freedom_to_Make_Decisions
70/100Freedom_to_Make_Decisions
80/100Freedom_to_Make_Decisions
84/100Freedom_to_Make_Decisions
79/100Freedom_to_Make_Decisions
69/100Frequency_of_Conflict_Situations
52/100Frequency_of_Conflict_Situations
33/100Frequency_of_Conflict_Situations
39/100Frequency_of_Conflict_Situations
25/100Frequency_of_Conflict_Situations
61/100Frequency_of_Decision_Making
73/100Frequency_of_Decision_Making
66/100Frequency_of_Decision_Making
53/100Frequency_of_Decision_Making
53/100Frequency_of_Decision_Making
70/100Impact_of_Decisions_on_Co-workers_or_Company_Results
63/100Impact_of_Decisions_on_Co-workers_or_Company_Results
61/100Impact_of_Decisions_on_Co-workers_or_Company_Results
75/100Impact_of_Decisions_on_Co-workers_or_Company_Results
54/100Impact_of_Decisions_on_Co-workers_or_Company_Results
74/100Importance_of_Being_Exact_or_Accurate
76/100Importance_of_Being_Exact_or_Accurate
76/100Importance_of_Being_Exact_or_Accurate
92/100Importance_of_Being_Exact_or_Accurate
80/100Importance_of_Being_Exact_or_Accurate
75/100Importance_of_Repeating_Same_Tasks
64/100Importance_of_Repeating_Same_Tasks
59/100Importance_of_Repeating_Same_Tasks
63/100Importance_of_Repeating_Same_Tasks
55/100Importance_of_Repeating_Same_Tasks
14/100In_an_Enclosed_Vehicle_or_Equipment
30/100In_an_Enclosed_Vehicle_or_Equipment
8/100In_an_Enclosed_Vehicle_or_Equipment
21/100In_an_Enclosed_Vehicle_or_Equipment
11/100In_an_Enclosed_Vehicle_or_Equipment
5/100In_an_Open_Vehicle_or_Equipment
0/100In_an_Open_Vehicle_or_Equipment
4/100In_an_Open_Vehicle_or_Equipment
4/100In_an_Open_Vehicle_or_Equipment
4/100In_an_Open_Vehicle_or_Equipment
88/100Indoors_Environmentally_Controlled
68/100Indoors_Environmentally_Controlled
95/100Indoors_Environmentally_Controlled
92/100Indoors_Environmentally_Controlled
85/100Indoors_Environmentally_Controlled
23/100Indoors_Not_Environmentally_Controlled
17/100Indoors_Not_Environmentally_Controlled
16/100Indoors_Not_Environmentally_Controlled
9/100Indoors_Not_Environmentally_Controlled
3/100Indoors_Not_Environmentally_Controlled
69/100Letters_and_Memos
49/100Letters_and_Memos
48/100Letters_and_Memos
46/100Letters_and_Memos
74/100Letters_and_Memos
51/100Level_of_Competition
53/100Level_of_Competition
59/100Level_of_Competition
70/100Level_of_Competition
73/100Level_of_Competition
6/100Outdoors_Exposed_to_Weather
5/100Outdoors_Exposed_to_Weather
5/100Outdoors_Exposed_to_Weather
25/100Outdoors_Exposed_to_Weather
11/100Outdoors_Exposed_to_Weather
10/100Outdoors_Under_Cover
9/100Outdoors_Under_Cover
6/100Outdoors_Under_Cover
8/100Outdoors_Under_Cover
5/100Outdoors_Under_Cover
9/100Pace_Determined_by_Speed_of_Equipment
8/100Pace_Determined_by_Speed_of_Equipment
15/100Pace_Determined_by_Speed_of_Equipment
22/100Pace_Determined_by_Speed_of_Equipment
22/100Pace_Determined_by_Speed_of_Equipment
41/100Physical_Proximity
47/100Physical_Proximity
45/100Physical_Proximity
51/100Physical_Proximity
46/100Physical_Proximity
45/100Public_Speaking
41/100Public_Speaking
58/100Public_Speaking
29/100Public_Speaking
36/100Public_Speaking
76/100Responsibility_for_Outcomes_and_Results
51/100Responsibility_for_Outcomes_and_Results
51/100Responsibility_for_Outcomes_and_Results
58/100Responsibility_for_Outcomes_and_Results
48/100Responsibility_for_Outcomes_and_Results
29/100Responsible_for_Others_Health_and_Safety
55/100Responsible_for_Others_Health_and_Safety
26/100Responsible_for_Others_Health_and_Safety
23/100Responsible_for_Others_Health_and_Safety
21/100Responsible_for_Others_Health_and_Safety
39/100Sounds_Noise_Levels_Are_Distracting_or_Uncomfortable
32/100Sounds_Noise_Levels_Are_Distracting_or_Uncomfortable
28/100Sounds_Noise_Levels_Are_Distracting_or_Uncomfortable
16/100Sounds_Noise_Levels_Are_Distracting_or_Uncomfortable
29/100Sounds_Noise_Levels_Are_Distracting_or_Uncomfortable
9/100Spend_Time_Bending_or_Twisting_the_Body
9/100Spend_Time_Bending_or_Twisting_the_Body
4/100Spend_Time_Bending_or_Twisting_the_Body
6/100Spend_Time_Bending_or_Twisting_the_Body
6/100Spend_Time_Bending_or_Twisting_the_Body
3/100Spend_Time_Climbing_Ladders_Scaffolds_or_Poles
3/100Spend_Time_Climbing_Ladders_Scaffolds_or_Poles
1/100Spend_Time_Climbing_Ladders_Scaffolds_or_Poles
5/100Spend_Time_Climbing_Ladders_Scaffolds_or_Poles
13/100Spend_Time_Climbing_Ladders_Scaffolds_or_Poles
11/100Spend_Time_Keeping_or_Regaining_Balance
3/100Spend_Time_Keeping_or_Regaining_Balance
6/100Spend_Time_Keeping_or_Regaining_Balance
4/100Spend_Time_Keeping_or_Regaining_Balance
1/100Spend_Time_Keeping_or_Regaining_Balance
8/100Spend_Time_Kneeling_Crouching_Stooping_or_Crawling
7/100Spend_Time_Kneeling_Crouching_Stooping_or_Crawling
6/100Spend_Time_Kneeling_Crouching_Stooping_or_Crawling
5/100Spend_Time_Kneeling_Crouching_Stooping_or_Crawling
9/100Spend_Time_Kneeling_Crouching_Stooping_or_Crawling
30/100Spend_Time_Making_Repetitive_Motions
68/100Spend_Time_Making_Repetitive_Motions
55/100Spend_Time_Making_Repetitive_Motions
31/100Spend_Time_Making_Repetitive_Motions
55/100Spend_Time_Making_Repetitive_Motions
78/100Spend_Time_Sitting
85/100Spend_Time_Sitting
93/100Spend_Time_Sitting
92/100Spend_Time_Sitting
92/100Spend_Time_Sitting
25/100Spend_Time_Standing
24/100Spend_Time_Standing
29/100Spend_Time_Standing
17/100Spend_Time_Standing
29/100Spend_Time_Standing
54/100Spend_Time_Using_Your_Hands_to_Handle_Control_or_Feel_Objects_Tools_or_Controls
41/100Spend_Time_Using_Your_Hands_to_Handle_Control_or_Feel_Objects_Tools_or_Controls
65/100Spend_Time_Using_Your_Hands_to_Handle_Control_or_Feel_Objects_Tools_or_Controls
25/100Spend_Time_Using_Your_Hands_to_Handle_Control_or_Feel_Objects_Tools_or_Controls
46/100Spend_Time_Using_Your_Hands_to_Handle_Control_or_Feel_Objects_Tools_or_Controls
12/100Spend_Time_Walking_and_Running
9/100Spend_Time_Walking_and_Running
13/100Spend_Time_Walking_and_Running
21/100Spend_Time_Walking_and_Running
21/100Spend_Time_Walking_and_Running
85/100Structured_versus_Unstructured_Work
84/100Structured_versus_Unstructured_Work
73/100Structured_versus_Unstructured_Work
79/100Structured_versus_Unstructured_Work
73/100Structured_versus_Unstructured_Work
91/100Telephone
89/100Telephone
95/100Telephone
94/100Telephone
81/100Telephone
83/100Time_Pressure
62/100Time_Pressure
69/100Time_Pressure
68/100Time_Pressure
69/100Time_Pressure
4/100Very_Hot_or_Cold_Temperatures
1/100Very_Hot_or_Cold_Temperatures
15/100Very_Hot_or_Cold_Temperatures
6/100Very_Hot_or_Cold_Temperatures
6/100Very_Hot_or_Cold_Temperatures
7/100Wear_Common_Protective_or_Safety_Equipment_such_as_Safety_Shoes_Glasses_Gloves_Hearing_Protection_Hard_Hats_or_Life_Jackets
9/100Wear_Common_Protective_or_Safety_Equipment_such_as_Safety_Shoes_Glasses_Gloves_Hearing_Protection_Hard_Hats_or_Life_Jackets
11/100Wear_Common_Protective_or_Safety_Equipment_such_as_Safety_Shoes_Glasses_Gloves_Hearing_Protection_Hard_Hats_or_Life_Jackets
13/100Wear_Common_Protective_or_Safety_Equipment_such_as_Safety_Shoes_Glasses_Gloves_Hearing_Protection_Hard_Hats_or_Life_Jackets
5/100Wear_Common_Protective_or_Safety_Equipment_such_as_Safety_Shoes_Glasses_Gloves_Hearing_Protection_Hard_Hats_or_Life_Jackets
5/100Wear_Specialized_Protective_or_Safety_Equipment_such_as_Breathing_Apparatus_Safety_Harness_Full_Protection_Suits_or_Radiation_Protection
1/100Wear_Specialized_Protective_or_Safety_Equipment_such_as_Breathing_Apparatus_Safety_Harness_Full_Protection_Suits_or_Radiation_Protection
1/100Wear_Specialized_Protective_or_Safety_Equipment_such_as_Breathing_Apparatus_Safety_Harness_Full_Protection_Suits_or_Radiation_Protection
0/100Wear_Specialized_Protective_or_Safety_Equipment_such_as_Breathing_Apparatus_Safety_Harness_Full_Protection_Suits_or_Radiation_Protection
3/100Wear_Specialized_Protective_or_Safety_Equipment_such_as_Breathing_Apparatus_Safety_Harness_Full_Protection_Suits_or_Radiation_Protection
3/100Work_Schedules
3/100Work_Schedules
3/100Work_Schedules
7/100Work_Schedules
10/100Work_Schedules
91/100Work_With_Work_Group_or_Team
80/100Work_With_Work_Group_or_Team
81/100Work_With_Work_Group_or_Team
82/100Work_With_Work_Group_or_Team
94/100Work_With_Work_Group_or_Team