Adult basic and secondary education and ESL teachers

AI Overlap Index
50.8 / 100
Partially Exposed

Clear pressure on routine tasks. Composition of the role will shift within the decade.

SOC 25-3011 · Education Training And Library

Bureau of Labor Statistics
Median pay
$59,950/yr
Hourly
$29/hr
Jobs 2024
40,900
Projected 2034
35,300
10-yr outlook
-14% · Decline
Employment change
-5,600
Entry education
Bachelor's degree
SOC code
25-3011

Signal composition

how the 0-100 score is assembled

Task Automation Impact weight 60%
52.9
contribution to AOI: 31.7
Automation Potential weight 10%
70.0
contribution to AOI: 7.0
Market Pressure weight 15%
45.0
contribution to AOI: 6.8
Entry Barrier Erosion weight 15%
35.0
contribution to AOI: 5.2

By seniority

multiplicative adjustment from category curve

Entry
58.4
mult 1.15x
Mid
50.8
mult 1.00x
Senior
41.7
mult 0.82x

Entry-level roles carry the brunt because they concentrate the most automatable subset of tasks. Senior work is insulated by judgment, relationships, and accountability.

Task-level analysis

scored 0-100 for current-generation AI feasibility, weighted by BLS-stated importance

9 tasks · model: claude-sonnet-4-5-20250929
Supporting t9

Connect students to community resources such as job placement services

AI can maintain databases of community resources, match student needs to services based on eligibility criteria, and generate referral information. This largely informational task is highly automatable, with humans needed primarily to verify current resource availability and help students navigate initial contact.

BLS evidence: The duties include 'Connect students to other resources in their community, such as job placement services.'

72
automation
Important t5

Monitor and evaluate students' progress periodically

AI can automatically track completion rates, quiz scores, and skill progression, generating periodic progress reports with minimal human input. The structured, data-driven nature of progress monitoring is well-suited to AI, though teachers still review flagged cases and communicate results to students.

BLS evidence: The duties list 'Monitor students' progress' and the page states 'Teachers must formally evaluate their students periodically to determine their progress and potential to go on to the next level.'

68
automation
Important t7

Develop individualized education plans based on assessment results and student goals

AI can synthesize assessment data, suggest learning objectives aligned to standards, and draft IEP templates based on student goals. The structured, document-generation nature of IEP development is highly automatable, though teachers must review plans for appropriateness and discuss them with students to ensure buy-in.

BLS evidence: The page states 'Based on the results of the assessment and the student's goals, teachers develop an education plan.'

62
automation
Important t6

Emphasize workplace-relevant skills such as English vocabulary and resume writing

AI can generate workplace vocabulary lists, create resume templates, and provide writing feedback on resumes and cover letters. However, teaching the soft skills and cultural norms of workplace communication, plus tailoring advice to individual career goals, requires human guidance. AI handles content delivery; humans handle contextualization.

BLS evidence: The duties include 'Emphasize skills that will help students find jobs, such as learning English words and common phrases used in the workplace' and teachers 'may teach students how to write a resume.'

58
automation
Supporting t8

Help students develop study skills

AI can provide study skill tutorials, time management tools, and practice exercises with feedback. However, helping adult learners overcome ingrained poor habits, build confidence, and develop metacognitive awareness requires personalized coaching and motivational support that AI can assist with but not fully replace.

BLS evidence: The duties section lists 'Help students develop study skills' as one of the tasks teachers typically do.

55
automation
Important t4

Assess students for learning disabilities and educational level

AI can administer standardized assessments, score them, and flag patterns consistent with learning disabilities, significantly reducing assessment workload. However, interpreting results in context of adult life experiences, conducting observational assessments, and making referral decisions still requires human professional judgment and oversight.

BLS evidence: The duties include 'Assess students for learning disabilities' and the page states 'Students' educational level and skills are assessed before they enter these programs.'

52
automation
Core t2

Teach English reading, writing, and speaking skills to non-native speakers

AI language models excel at grammar explanation and can provide pronunciation feedback via speech recognition, but teaching speaking skills requires real-time conversational practice, cultural context interpretation, and building confidence in anxious adult learners—tasks where AI assists but humans must execute the interpersonal teaching.

BLS evidence: The page describes ESL teachers who 'teach students to read, write, and speak English' and notes students are 'immigrants to the United States or those whose native language is not English.'

48
automation
Core t1

Plan and teach lessons to help students gain knowledge and skills for high school equivalency

AI can generate lesson plans and provide instructional content, but the real-time classroom management, motivation of adult learners with diverse backgrounds, and adaptive pacing based on group dynamics requires human presence. AI assists substantially but the teacher remains load-bearing.

BLS evidence: The duties section states teachers 'Plan and teach lessons to help students gain the knowledge and skills needed to earn their high school equivalency credential.'

42
automation
Important t3

Adapt teaching methods based on students' strengths and weaknesses

While AI can suggest differentiated approaches based on data patterns, adapting teaching methods in real-time requires reading subtle social cues, understanding adult learners' emotional barriers, and making judgment calls about when to push versus support—capabilities AI cannot reliably replicate in live teaching contexts.

BLS evidence: The duties section explicitly lists 'Adapt teaching methods based on students' strengths and weaknesses' and notes teachers 'need to use different strategies to meet the needs of all of their students.'

38
automation

Task heatmap

automation score by task, sorted by weighted contribution

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External signals and sources

category-level priors and BLS fields that feed the four non-task signals

Automation Potential
70
karpathy 7/10
  • Karpathy/BLS Digital AI Exposure (0-10 scale rescaled to 0-100)
Market Pressure
45
outlook: Decline
  • BLS projected outlook: Decline (-14%)
  • Indeed demand signal (monthly refresh pending)
Entry Barrier Erosion
35
ed: Bachelor's degree
  • BLS typical entry-level education: Bachelor's degree
  • Credential trend signal (annual refresh)

Related in Education Training And Library

closest AOI neighbors in the same category