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Industrial-Organizational Psychologists

Apply principles of psychology to human resources, administration, management, sales, and marketing problems. Activities may include policy planning; employee testing and selection, training, and development; and organizational development and analysis. May work with management to organize the work setting to improve worker productivity.

790 people do this job in the US. $193,950 a year.

now
4%

of the working time. Estimate.

Kinds of work
  • 84%
  • 15%
  • 1%
16%

Measured, from Anthropic's usage data (2025). Counts help on part of a task.

Half the desk work within reach
August 2028

On the chosen pace and reliability. Estimate.

Share of the working time within reach, now to 2030

0%25%50%75%100%2027202820292030NowDesk work: 84% of the time
Chosen to Ceiling: the share
DateNow
NowEnd of 2030

What each choice means: , , , , . Every pace starts from .

At this date and pace, models finish tasks up to 4.4 h long four times in five.

How far this has come

With GPT-4, measured in March 2023, 0% of this job's working time was within reach at . With Claude 3.7 Sonnet, measured in February 2025, 0%. With Claude Mythos Preview (early), measured in April 2026, 2%. Today's estimate: 4%.

0%5%10%2023202420252026GPT-4, March 2023: 0% within reachGPT-4 Turbo (Nov 2023), November 2023: 0% within reachGPT-4o, May 2024: 0% within reachClaude 3.5 Sonnet (June 2024), June 2024: 0% within reacho1-preview, September 2024: 0% within reachClaude 3.5 Sonnet (Oct 2024), October 2024: 0% within reacho1, December 2024: 0% within reachClaude 3.7 Sonnet, February 2025: 0% within reacho3, April 2025: 0% within reachGPT-5, August 2025: 0% within reachGemini 3 Pro, November 2025: 0% within reachClaude Opus 4.5, November 2025: 0% within reachGPT-5.2, December 2025: 0% within reachClaude Opus 4.6, February 2026: 0% within reachClaude Mythos Preview (early), April 2026: 2% within reachToday (estimate), September 2026: 4% within reach
Each step is a new best model measured by METR, four in five; the dashed end is today's estimate. Point at a dot for the model.

A backcast: today's task data with the best model METR had measured by each date. It shows how fast the models have moved, not what anyone forecast at the time.

The tasks

Sorted by . 25 tasks from .

TaskKind
Analyze data, using statistical methods and applications, to evaluate the outcomes and effectiveness of workplace programs.Done more than monthly by most who do it. 8%1.7 work days3.3 h to 4.2 work days2%Half by Feb 2028
Analyze job requirements and content to establish criteria for classification, selection, training, and other related personnel functions.Done more than monthly by most who do it. AI observed on this task.8%1.7 work days3.3 h to 4.2 work days2%Half by Feb 2028
Facilitate organizational development and change.Done more than yearly by most who do it. 8%2.1 work days3.3 h to 1.7 work weeksStays with people
Develop and implement employee selection or placement programs.Done more than yearly by most who do it. 8%4.2 work days6.7 h to 3.3 work weeks0%Half by Apr 2029
Develop interview techniques, rating scales, and psychological tests used to assess skills, abilities, and interests for the purpose of employee selection, placement, or promotion.Done more than yearly by most who do it. 8%4.2 work days6.7 h to 3.3 work weeks0%Half by Apr 2029
Formulate and implement training programs, applying principles of learning and individual differences.Done more than yearly by most who do it. 8%4.2 work days6.7 h to 3.3 work weeks0%Half by Apr 2029
Study organizational effectiveness, productivity, and efficiency, including the nature of workplace supervision and leadership.Done more than monthly by most who do it. 8%4.2 work days6.7 h to 3.3 work weeks0%Half by Apr 2029
Conduct research studies of physical work environments, organizational structures, communication systems, group interactions, morale, or motivation to assess organizational functioning.Done more than yearly by most who do it. 8%1.7 work weeks1.7 work days to 1.5 work months0%Half by Oct 2029
Write articles, white papers, or reports to share research findings and educate others.Done more than yearly by most who do it. 5%1.7 work days6.7 h to 1.7 work weeks2%Half by Feb 2028
Conduct individual assessments, including interpreting measures and providing feedback for selection, placement, or promotion.Done more than monthly by most who do it. 4%4.2 h1.7 h to 1.3 work days27%Half by Jan 2027
Write reports on research findings and implications to contribute to general knowledge or to suggest potential changes in organizational functioning.Done more than yearly by most who do it. 4%2.5 work days6.7 h to 1.7 work weeks0%Half by Jun 2028
Identify training and development needs.Done more than yearly by most who do it. 4%6.7 h1.7 h to 2.5 work days8%Half by Sep 2027

Within reach, per task: the share of the task's time whose instances are short enough for a model to finish at the chosen date, pace and reliability. Half by: the date half of that time comes within reach.

Jobs that share skills with this one

From O*NET's related occupations. Within reach now and by the end of 2028, long-run pace, four in five.

Where this job works

The industry groups that employ the most of it (BLS, May 2025).