AI Career Graph
← Todas las ocupaciones

Weighers, inspectors, checkers and samplers (record keeping) Weighers, Measurers, Checkers, and Samplers, Recordkeeping

Código de ocupación: 43-5111(SOC) No es una ocupación de migración calificada Global 5.9/10

Responsible for weighing, measuring, and inspecting materials, supplies, and equipment, and recording relevant data to assist in inventory management and quality control.

Valoraciones · Global 5.9/10i

IngresosDemandaPerspectivasAmigable PRRiesgo IACompetenciaIntensidadAprendizajeDuraciónCertificaciónDificultad PR

In the AI era: what happens to Weighers, inspectors, checkers and samplers (record keeping)

Mixed

AI and automation will have mixed impact on weighing, inspecting, testing, and checking roles: large amounts of repetitive data recording and simple inspection tasks will be automated, but tasks involving anomaly judgment, complex sampling, and interpersonal coordination will increase in value due to data enhancement.

🤖 AI already replacing this job (tools / products / research / news)
  • IBM Maximo Platform Major 2020

    Replaces manual recording of equipment parameters, measurement data, and inventory levels by weighers and inspectors, using sensors and AI to automatically collect and verify data.

    ↗ Fuentes de datos
  • Amazon Rekognition Product Partial 2016

    Replaced inspectors who visually check items for defects or anomalies, e.g., detecting flaws on production lines or packaging damage.

    ↗ Fuentes de datos
  • SAP S/4HANA Platform Major 2015

    Replacing manual data entry, inventory counting, and quality inspection recording tasks of weighers and record keepers, automating the workflow.

    ↗ Fuentes de datos
  • Cognex In-Sight Product Major 2020

    Largely replaces inspectors and checkers in visual inspection, dimensional measurement, and defect detection on production lines, achieving high-precision automation

    ↗ Fuentes de datos
  • OpenAI Codex Model Partial 2021

    Replaces manual writing or generating of inventory reports and quality data tables by records clerks by automatically generating them through natural language commands.

    ↗ Fuentes de datos
⚠ Tasks AI will take over or replace
  • Manual weighing and filling paper or Excel records
  • Repetitive visual inspection (e.g., for scratches, stains)
  • Check quantity and product name against a fixed list
  • Generate routine inventory reports and upload
  • Perform standard sampling procedures and label samples
↑ Tasks AI will augment
  • Using AI vision tools to quickly detect product defects (e.g., size deviations, packaging damage)
  • Alert inventory anomalies via data analysis (e.g., expired items, slow turnover)
  • Use voice assistants or mobile devices to check and update records in real time
  • Optimize sampling frequency and location using predictive models
  • Automatically generate multi-dimensional quality inspection reports to aid decision-making
🛡 Human moat
  • Flexible judgement for handling non-standard, dirty, or irregular items
  • Manual sampling and on-site decision-making in harsh environments (dust, noise)
  • Explain and communicate responsibility for quality issues
  • Master compliance judgement of industry regulations (e.g., dangerous goods, cold chain)
  • Ability to coordinate on-site scheduling among multiple parties (drivers, warehouse, quality control)
Skills to build (next 5 years)
  • Basic programming (Python or VBA) to automate data entry and reporting
  • Use low-code platforms to build simple quality inspection record systems
  • Familiar with IoT sensors and barcode/RFID devices
  • Data analysis and visualization (e.g., Power BI, Tableau)
  • Basic quality management knowledge (e.g., ISO standards)
  • Safety and compliance training (especially for hazardous materials handling)
Entry-level outlook

Entry-level roles (e.g., simple weighing, counting, recording) will significantly decrease as automatic weighing sensors and barcode systems directly update inventory. However, positions requiring basic quality inspection and anomaly handling will remain, with entry barriers shifting from 'ability to do' to 'ability to understand systems'.

🚀 How to level up in the AI era

Transition to 'smart quality inspector and logistics coordinator': use AI tools for routine records and inspections, focus on exception handling, process optimization, and multi-department coordination; develop towards logistics coordinator or transport manager, master automated warehousing systems and data analysis, lead small improvement projects.

Salario

ExperienciaAnual (USD)
Junior (0-3 años)$26,000 ~ $32,000Entry level
Nivel intermedio (3-7 años)$32,000 ~ $40,000Con experiencia
Senior (7+ years)$40,000 ~ $50,000Senior or supervisor

Ruta educativa

EtapaDuraciónCosto (USD)
High school diploma12 years$0~$0
On-the-job training1-3 months.$0~$500

Cualificaciones

CualificaciónEmisor
High school diploma or equivalentState education departmentRequerido
Forklift operation certificate (optional)OSHA-authorized training providerOpcional

Migración

No es una ocupación de migración calificada. Visa pathways depend on matching the specific duties to the right petition category; refer to the latest USCIS rules and the relevant category.

Para quién es

✓ Encaja
  • Detail-oriented, organized person
  • Like repetitive office work
  • Looking to enter logistics or manufacturing at entry level
✗ No es para
  • Those seeking high salaries or rapid promotion
  • People who dislike monotonous tasks

Perspectivas profesionales

Can be promoted to warehouse supervisor, logistics coordinator, or quality control technician; requires experience and certifications (e.g., APICS certification).

The US Bureau of Labor Statistics projects employment growth of about -4% (decline) from 2023-2033, as automation replaces some manual recording, but logistics and manufacturing still have demand.

Áreas de crecimiento:
DecliningAutomationData EntryWarehouse Management

FAQ

What is the salary level?
Median annual salary about $35,000 USD, entry-level about $28,000, senior about $48,000, below the national average.
Is it easy to immigrate to the US with this occupation?
Very difficult, few employer sponsors, and it's a non-professional occupation, H-1B and PERM paths are rare.

Fuentes de datos

Salary ranges are estimates aggregated from public listings on Indeed, Glassdoor, ERI SalaryExpert and the U.S. Bureau of Labor Statistics (BLS OEWS); employment and demand outlook cite the BLS Occupational Outlook and O*NET; visa and migration details follow the latest USCIS work-visa (H-1B / O-1 / L-1) and employment-based green-card (EB-2 / EB-3, incl. DOL PERM labor certification) rules. Figures are indicative only — always refer to the latest official sources.