Weighers, Measurers, Checkers, and Samplers, Recordkeeping
Weigh, measure, and check materials, supplies, and equipment for the purpose of keeping relevant records. Duties are primarily clerical by nature. Includes workers who collect and keep record of samples of products or materials.
AI Impact Summary
Weighers, Measurers, Checkers, and Samplers, Recordkeeping faces moderate AI displacement risk with a score of 45/100. This occupation has higher AI displacement risk than 90% of all analyzed occupations. Of 22 analyzed tasks, 6 are highly automatable, particularly routine cognitive tasks. Strong protective factors — including social intelligence, creativity, or regulatory barriers — significantly reduce effective risk.
Skill Impact Analysis
AI-Vulnerable Skills (6)
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.
Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Programming is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
AI-Resistant Skills (11)
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
Leadership is AI-resistant — strengthening this skill provides durable career protection.
Service Orientation is AI-resistant — strengthening this skill provides durable career protection.
Coordination is AI-resistant — strengthening this skill provides durable career protection.
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
Persuasion is AI-resistant — strengthening this skill provides durable career protection.
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
Manual Dexterity is AI-resistant — strengthening this skill provides durable career protection.
AI-Augmented Skills (7)
Recommended Courses
Courses matched to Weighers, Measurers, Checkers, and Samplers, Recordkeeping skill gaps, ranked by relevance to your displacement risk profile.
Get personalized recommendations. Answer a few questions about your experience and skills to get course suggestions tailored specifically to you.
Upskill to Reduce Risk
Courses addressing your most AI-vulnerable skills
SQL Fundamentals Skill Track
by DataCamp
Estimated Impact
AI-Augmentation Tools
Learn to work alongside AI and boost your productivity
Google UX Design Professional Certificate
by Google
Estimated Impact
Strengthen Your Edge
Double down on skills AI can't replicate
Leading People and Teams Specialization
by University of Michigan
Estimated Impact
We may earn a commission when you enroll through our links, at no extra cost to you. This helps fund the Takeover Tracker.
Risk reduction and salary impact are estimates based on skill gap analysis, course relevance, and labor market data. Actual results vary by individual circumstance.
Education & Training
Percentage of workers at each education and training level
Education Level
Prior Experience Needed
Work experience required to enter this job
Training Provided After Hiring
How long it typically takes to learn on the job
How AI Impacts Each Task
22 tasks analyzed
Compare product labels, tags, or tickets, shipping manifests, purchase orders, and bills of lading to verify accuracy of shipment contents, quality specifications, or weights.
Document quantity, quality, type, weight, test result data, and value of materials or products to maintain shipping, receiving, and production records and files.
Weigh or measure materials, equipment, or products to maintain relevant records, using volume meters, scales, rules, or calipers.
Remove from stock products or loads not meeting quality standards, and notify supervisors or appropriate departments of discrepancies or shortages.
Collect or prepare measurement, weight, or identification labels and attach them to products.
Inspect products and examination records to determine the number of defects per worker and the reasons for examiners' rejections.
Examine products or materials, parts, subassemblies, and packaging for damage, defects, or shortages, using specification sheets, gauges, and standards charts.
Store samples of finished products in labeled cartons and record their location.
Signal or instruct other workers to weigh, move, or check products.
Maintain financial records, such as accounts of daily collections and billings, and records of receipts issued.
Inspect incoming loads of waste to identify contents and to screen for the presence of specific regulated or hazardous wastes.
Communicate with customers and vendors to exchange information regarding products, materials, and services.
Count or estimate quantities of materials, parts, or products received or shipped.
Compute product totals and charges for shipments.
Fill orders for products and samples, following order tickets, and forward or mail items.
Operate scalehouse computers to obtain weight information about incoming shipments such as those from waste haulers.
Collect product samples and prepare them for laboratory analysis or testing.
Sort products or materials into predetermined sequences or groupings for display, packing, shipping, or storage.
Transport materials, products, or samples to processing, shipping, or storage areas, manually or using conveyors, pumps, or hand trucks.
Maintain, monitor, and clean work areas, such as recycling collection sites, drop boxes, counters and windows, and areas around scale houses.
Prepare measurement tables and conversion charts, using standard formulas.
Unload or unpack incoming shipments.
| Task | AI Capability | Risk | Time % | |
|---|---|---|---|---|
| Compare product labels, tags, or tickets, shipping manifests, purchase orders, and bills of lading to verify accuracy of shipment contents, quality specifications, or weights. | 92Estimated | 86.0% | 8% | |
| Document quantity, quality, type, weight, test result data, and value of materials or products to maintain shipping, receiving, and production records and files. | 92Estimated | 86.0% | 10% | |
| Weigh or measure materials, equipment, or products to maintain relevant records, using volume meters, scales, rules, or calipers. | 35.6Observed | 47.2% | 10% | |
| Remove from stock products or loads not meeting quality standards, and notify supervisors or appropriate departments of discrepancies or shortages. | 45Estimated | 51.0% | 5% | |
| Collect or prepare measurement, weight, or identification labels and attach them to products. | 55Estimated | 55.0% | 6% | |
| Inspect products and examination records to determine the number of defects per worker and the reasons for examiners' rejections. | 87Estimated | 84.0% | 5% | |
| Examine products or materials, parts, subassemblies, and packaging for damage, defects, or shortages, using specification sheets, gauges, and standards charts. | 65Estimated | 59.0% | 8% | |
| Store samples of finished products in labeled cartons and record their location. | 40Estimated | 49.0% | 3% | |
| Signal or instruct other workers to weigh, move, or check products. | 30Estimated | 27.0% | 4% | |
| Maintain financial records, such as accounts of daily collections and billings, and records of receipts issued. | 92Estimated | 86.0% | 2% | |
| Inspect incoming loads of waste to identify contents and to screen for the presence of specific regulated or hazardous wastes. | 50Estimated | 53.0% | 2% | |
| Communicate with customers and vendors to exchange information regarding products, materials, and services. | 40Estimated | 31.0% | 4% | |
| Count or estimate quantities of materials, parts, or products received or shipped. | 65Estimated | 59.0% | 5% | |
| Compute product totals and charges for shipments. | 97Estimated | 88.0% | 3% | |
| Fill orders for products and samples, following order tickets, and forward or mail items. | 45Estimated | 51.0% | 3% | |
| Operate scalehouse computers to obtain weight information about incoming shipments such as those from waste haulers. | 92Estimated | 86.0% | 3% | |
| Collect product samples and prepare them for laboratory analysis or testing. | 35Estimated | 47.0% | 6% | |
| Sort products or materials into predetermined sequences or groupings for display, packing, shipping, or storage. | 55Estimated | 55.0% | 4% | |
| Transport materials, products, or samples to processing, shipping, or storage areas, manually or using conveyors, pumps, or hand trucks. | 65Estimated | 59.0% | 3% | |
| Maintain, monitor, and clean work areas, such as recycling collection sites, drop boxes, counters and windows, and areas around scale houses. | 35Estimated | 47.0% | 2% | |
| Prepare measurement tables and conversion charts, using standard formulas. | 36.75Observed | 63.9% | 2% | |
| Unload or unpack incoming shipments. | 35Estimated | 47.0% | 2% |
Protective Factors
Total protective discount: 27.3%
Essential Soft Skills
Traits that are hard for AI to replicate
Wage & Employment (2024)
Median Wage
$45,650
per year
Mean Wage
$46,660
per year
Employment
50K
workers
Wage Range
$34,580 - $60,120
10th - 90th pct
Wage Distribution
Explore other career paths
Compare displacement risk across occupations and find careers with stronger long-term prospects.
Alternate Career Paths
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41%Median salary: $37,230
Higher risk than 82% of other occupations
Interviewers, Except Eligibility and Loan
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Postal Service Mail Sorters, Processors, and Processing Machine Operators
46%Median salary: $56,530
Higher risk than 94% of other occupations
Office Clerks, General
47%Median salary: $43,630
Higher risk than 95% of other occupations
Order Clerks
47%Median salary: $44,660
Higher risk than 95% of other occupations
Production, Planning, and Expediting Clerks
48%Median salary: $57,770
Higher risk than 95% of other occupations
Medical Records and Health Information Technicians
48%Higher risk than 96% of other occupations
Postal Service Clerks
48%Median salary: $61,630
Higher risk than 96% of other occupations
Shipping, Receiving, and Traffic Clerks
51%Median salary: $43,190
Higher risk than 97% of other occupations
Data Entry Keyers
51%Median salary: $39,850
Higher risk than 97% of other occupations
Sales Managers
25%Higher risk than 20% of other occupations
Chief Executives
26%Higher risk than 23% of other occupations
General and Operations Managers
28%Higher risk than 29% of other occupations
Marketing Managers
30%Higher risk than 38% of other occupations
Advertising and Promotions Managers
31%Higher risk than 43% of other occupations
Computer and Information Systems Managers
31%Higher risk than 45% of other occupations
Recommendations
Skills to Develop
These skills are at risk from AI automation. Weighers, Measurers, Checkers, and Samplers, Recordkeeping professionals should diversify beyond them.
- Mathematics
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Reading Comprehension
High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Information Ordering
High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Mathematics
Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
- Memorization
Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Skills to Leverage
These human-centric skills remain difficult for AI to replicate. Double down here.
- Adaptability/Flexibility
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
- Leadership
Leadership is AI-resistant — strengthening this skill provides durable career protection.
- Service Orientation
Service Orientation is AI-resistant — strengthening this skill provides durable career protection.
- Coordination
Coordination is AI-resistant — strengthening this skill provides durable career protection.
- Social Perceptiveness
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
Tools to Adopt
AI can amplify these skills. Learn the tools that augment rather than replace your work.
- Critical Thinking
Critical Thinking will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Monitoring
Monitoring will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Judgment and Decision Making
Judgment and Decision Making will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Writing
Writing will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Active Learning
Active Learning will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
Score History
Risk score over 2 scoring runs
overall change