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AI Risk Comparison

Conservation Scientists vs School Psychologists

Compare AI replacement risk, automatable work, resilient skills, and potential career pivots for both occupations.

Safer role
School Psychologists
Higher risk
Conservation Scientists
Risk gap
1 points
Science & ResearchO*NET: 19-1031.00

Conservation Scientists

Manage, improve, and protect natural resources to maximize their use without damaging the environment. May conduct soil surveys and develop plans to eliminate soil erosion or to protect rangelands. May instruct farmers, agricultural production managers, or ranchers in best ways to use crop rotation, contour plowing, or terracing to conserve soil and water; in the number and kind of livestock and forage plants best suited to particular ranges; and in range and farm improvements, such as fencing and reservoirs for stock watering.

AI Risk Score

33/100
Low

Lower risk: the role depends more on human judgment and context.

Automation factors

  • Compute design specifications for implementation of conservation practices, using survey or field information, technical guides or engineering manuals.
  • Gather information from geographic information systems (GIS) databases or applications to formulate land use recommendations.
  • Compute cost estimates of different conservation practices, based on needs of land users, maintenance requirements, or life expectancy of practices.
  • Analyzing Data or Information
  • Working with Computers

Top skills

Reading Comprehension3.88/5
Active Listening3.88/5
Speaking3.62/5
Complex Problem Solving3.62/5
Writing3.50/5

Recommended career pivots

Environmental Restoration Planners38/100Range Managers29/100Industrial Ecologists47/100Environmental Scientists and Specialists, Including Health40/100Soil and Plant Scientists37/100
Science & ResearchO*NET: 19-3034.00

School Psychologists

Diagnose and implement individual or schoolwide interventions or strategies to address educational, behavioral, or developmental issues that adversely impact educational functioning in a school. May address student learning and behavioral problems and counsel students or families. May design and implement performance plans, and evaluate performance. May consult with other school-based personnel.

AI Risk Score

32/100
Low

Lower risk: the role depends more on human judgment and context.

Automation factors

  • Maintain student records, including special education reports, confidential records, records of services provided, and behavioral data.
  • Report any pertinent information to the proper authorities in cases of child endangerment, neglect, or abuse.
  • Select, administer, and score psychological tests.
  • Monitoring Processes, Materials, or Surroundings
  • Analyzing Data or Information

Top skills

Active Listening4.38/5
Reading Comprehension4.25/5
Speaking4.25/5
Writing4.00/5
Critical Thinking4.00/5

Recommended career pivots

Clinical and Counseling Psychologists33/100Educational, Guidance, and Career Counselors and Advisors32/100Marriage and Family Therapists29/100Special Education Teachers, Secondary School31/100Child, Family, and School Social Workers27/100

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