Below-Average Risk (35–42%)
Rank #1522 of all employers
Ingredion Inc
Open-data reference.
Weighted average O*NET AI exposure score for this industry's occupation mix
AI Displacement Risk Analysis
Companies in Grain Mill Products face below-average AI displacement risk. Most roles require human dexterity, interpersonal skills, or on-site work that remains difficult for current AI systems.
Workforce Insight
Ingredion Inc (INGR) operates in Grain Mill Products under SIC 2040, mapping to NAICS sector 31-32. The company carries an AI displacement risk grade of B with a weighted exposure score of 36.9%, derived from the occupation mix typical to this industry and mapped against O*NET Database 30.0 task-level automation probabilities. This positions Ingredion Inc at rank #1522 among all public employers tracked by PlainWorkforce.
Workforce size is not disclosed in recent SEC filings. The estimated occupation mix includes 6 distinct roles drawn from BLS industry-occupation employment distributions, with Molders, shapers, and casters, except metal and plastic representing the largest share.
For workers and investors, the Grade B signal matters because it quantifies exposure to a specific macro force, the ongoing displacement pressure from generative AI and robotic process automation, that traditional financial disclosures do not yet capture. Grades A and B indicate workforces anchored in tasks requiring physical presence, complex judgment, or interpersonal skill; Grades D and F concentrate in clerical, administrative, and routine analytical tasks now within reach of large language models. Read this profile alongside the occupation-level task and skill breakdowns and the BLS employment projections to build a complete picture of Ingredion Inc's labor footprint.
Estimated Workforce Occupation Mix
Based on BLS industry-occupation employment distributions for Grain Mill Products. AI exposure scores from O*NET Database 30.0.
| Occupation | Est. Workforce Share | AI Exposure |
|---|---|---|
| Molders, shapers, and casters, except metal and plastic SOC 51-9195 | | |
| Security and fire alarm systems installers SOC 49-2098 | | |
| Gas compressor and gas pumping station operators SOC 53-7071 | | |
| Shipping, receiving, and inventory clerks SOC 43-5071 | | |
| Funeral home managers SOC 11-9171 | | |
| First-line supervisors of retail sales workers SOC 41-1011 | | |
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Frequently Asked Questions
What is Ingredion Inc's AI risk grade?
Ingredion Inc (INGR) has an AI risk grade of B with a score of 36.9% — below-average risk (35–42%). Companies in Grain Mill Products face below-average AI displacement risk. Most roles require human dexterity, interpersonal skills, or on-site work that remains difficult for current AI systems.
How is the AI risk score calculated?
The AI risk score is computed from the company's primary industry (SIC 2040: Grain Mill Products), mapped to Bureau of Labor Statistics occupational employment distributions. For each occupation in the industry workforce, we apply O*NET task-level AI exposure scores and compute a weighted average. A score of 0 means no AI risk; 100 means maximum exposure.
Which occupations at Ingredion Inc face the most AI risk?
Based on the industry occupation mix, key roles at Ingredion Inc include: Molders, shapers, and casters, except metal and plastic (34% AI exposure), Security and fire alarm systems installers (26% AI exposure), Gas compressor and gas pumping station operators (38% AI exposure). These represent the largest estimated workforce shares.
How many employees does Ingredion Inc have?
Ingredion Inc's employee count is not reported in its XBRL filings. Workforce size can vary — check the company's most recent annual report or SEC filings for current data.
Has Ingredion Inc had layoffs?
WARN Act layoff notices and workforce reduction history for Ingredion Inc are published by state labor agencies and the U.S. Department of Labor. WARN Act data covers mass layoffs affecting 100+ workers, as required by federal reporting. Not all workforce changes are captured in WARN filings.
What industry is Ingredion Inc in?
Ingredion Inc is classified under SIC code 2040 (Grain Mill Products), which maps to NAICS sector 31-32. Industry classification determines the occupation mix used to compute the AI displacement risk score.
AI risk scores are estimates based on industry-level occupation distributions and may not reflect individual employer hiring practices. Data sources: SEC EDGAR (company SIC codes) · O*NET Database 30.0 (AI exposure scores) · BLS Employment Projections 2024–2034. This is not financial advice.