Materials scientists benefit from AI assistance in data analysis and routine testing, but the need for innovation, human intuition, and hands-on experimentation limits full automation. The risk of AI displacement is moderate but unlikely to fully replace the role given current technological capabilities.
49/100Consequence_of_Error
63/100Contact_With_Others
62/100Coordinate_or_Lead_Others
10/100Cramped_Work_Space_Awkward_Positions
43/100Deal_With_External_Customers
0/100Deal_With_Physically_Aggressive_People
23/100Deal_With_Unpleasant_or_Angry_People
29/100Degree_of_Automation
72/100Duration_of_Typical_Work_Week
99/100Electronic_Mail
45/100Exposed_to_Contaminants
1/100Exposed_to_Disease_or_Infections
53/100Exposed_to_Hazardous_Conditions
36/100Exposed_to_Hazardous_Equipment
4/100Exposed_to_High_Places
6/100Exposed_to_Minor_Burns_Cuts_Bites_or_Stings
12/100Exposed_to_Radiation
1/100Exposed_to_Whole_Body_Vibration
7/100Extremely_Bright_or_Inadequate_Lighting
91/100Face-to-Face_Discussions
79/100Freedom_to_Make_Decisions
31/100Frequency_of_Conflict_Situations
53/100Frequency_of_Decision_Making
67/100Impact_of_Decisions_on_Co-workers_or_Company_Results
81/100Importance_of_Being_Exact_or_Accurate
38/100Importance_of_Repeating_Same_Tasks
5/100In_an_Enclosed_Vehicle_or_Equipment
6/100In_an_Open_Vehicle_or_Equipment
95/100Indoors_Environmentally_Controlled
28/100Indoors_Not_Environmentally_Controlled
53/100Letters_and_Memos
67/100Level_of_Competition
12/100Outdoors_Exposed_to_Weather
12/100Outdoors_Under_Cover
26/100Pace_Determined_by_Speed_of_Equipment
43/100Physical_Proximity
45/100Public_Speaking
56/100Responsibility_for_Outcomes_and_Results
72/100Responsible_for_Others_Health_and_Safety
38/100Sounds_Noise_Levels_Are_Distracting_or_Uncomfortable
12/100Spend_Time_Bending_or_Twisting_the_Body
6/100Spend_Time_Climbing_Ladders_Scaffolds_or_Poles
6/100Spend_Time_Keeping_or_Regaining_Balance
7/100Spend_Time_Kneeling_Crouching_Stooping_or_Crawling
26/100Spend_Time_Making_Repetitive_Motions
63/100Spend_Time_Sitting
36/100Spend_Time_Standing
42/100Spend_Time_Using_Your_Hands_to_Handle_Control_or_Feel_Objects_Tools_or_Controls
20/100Spend_Time_Walking_and_Running
80/100Structured_versus_Unstructured_Work
72/100Telephone
57/100Time_Pressure
12/100Very_Hot_or_Cold_Temperatures
78/100Wear_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
10/100Work_Schedules
80/100Work_With_Work_Group_or_Team