Benchmark Job

Cooks, Private Household

Cooks, Private Household shows high exposure in repetitive digital tasks, with human review still required.

Prepare meals in private homes. Includes personal chefs.

77% exposure • Low confidenceToday

Compare with another job Analyze my exact job description

Category: Food Preparation and Serving Related • Industry: Cafeterias, Grill Buffets, and Buffets (72)

Why this score

How we calculate

Top 3 drivers

Routine process execution: 32% task weight, 91% automation potential.
Documentation and reporting: 28% task weight, 81% automation potential.
Stakeholder communication: 22% task weight, 67% automation potential.

Top 2 blockers

Exception handling: Edge cases and accountability ownership.
Stakeholder communication: Empathy, negotiation, and situational nuance.

Confidence reasons

1,016 benchmark role descriptions are mapped across O*NET + NAICS sources.
Coverage spans 23 categories and 1,012 industries.
Adjacent role consistency band is ±2 points for this benchmark family.

Task Mix

Routine process execution (32% weight • 29 contribution)91%

High digital structure and strong existing tooling coverage.

Documentation and reporting (28% weight • 23 contribution)81%

High digital structure and strong existing tooling coverage.

Stakeholder communication (22% weight • 15 contribution)67%

Mixed automation potential with meaningful human oversight.

Exception handling (18% weight • 10 contribution)57%

Mixed automation potential with meaningful human oversight.

Recommended Stack

Click a stack item to open setup difficulty, time-to-value, and workflow details.

Replaceable tasks vs human tasks

AI-suitable tasks

Routine process execution91% automation potential • Workflow automation + RPA
Documentation and reporting81% automation potential • Document AI + reporting automation
Stakeholder communication67% automation potential • Template assistant + CRM automation

Human-needed tasks

Exception handlingAI struggles because edge cases and accountability ownership.
Stakeholder communicationAI struggles because empathy, negotiation, and situational nuance.
Documentation and reportingAI struggles because liability and audit-quality requirements.

Tools coverage meter

This stack covers 51% of automatable tasks.

Remaining gaps: exceptions, communication, edge cases.

Automation timeline

Current mode: Today • Exposure estimate: 77% • tools now

What to pivot into

Compare roles

Safer adjacent roles

Nurse AnesthetistsExposure: 11% • Salary: $117,500 • +$79,500 • Exposure tradeoff: -62 pts
Arbitrators, Mediators, and ConciliatorsExposure: 13% • Salary: $157,000 • +$119,000 • Exposure tradeoff: -60 pts
Food Preparation and Serving Related Workers, All OtherExposure: 54% • Salary: $35,000 • -$3,000 • Exposure tradeoff: -19 pts
Chefs and Head CooksExposure: 64% • Salary: $40,000 • +$2,000 • Exposure tradeoff: -9 pts
Cooks, RestaurantExposure: 65% • Salary: $32,500 • -$5,500 • Exposure tradeoff: -8 pts
Cooks, Short OrderExposure: 65% • Salary: $32,500 • -$5,500 • Exposure tradeoff: -8 pts

Higher-paying adjacent roles

MathematiciansExposure: 27% • Salary: $160,000 • +$122,000 • Exposure tradeoff: -46 pts
BiostatisticiansExposure: 30% • Salary: $158,500 • +$120,500 • Exposure tradeoff: -43 pts
Operations Research AnalystsExposure: 33% • Salary: $157,500 • +$119,500 • Exposure tradeoff: -40 pts
Arbitrators, Mediators, and ConciliatorsExposure: 13% • Salary: $157,000 • +$119,000 • Exposure tradeoff: -60 pts
Computer and Information Research ScientistsExposure: 39% • Salary: $156,500 • +$118,500 • Exposure tradeoff: -34 pts
Judicial Law ClerksExposure: 18% • Salary: $156,000 • +$118,000 • Exposure tradeoff: -55 pts

Related roles

Cooks, All Other73% exposure • Food Preparation and Serving Related
Baristas74% exposure • Food Preparation and Serving Related
Building Cleaning Workers, All Other74% exposure • Building and Grounds Cleaning and Maintenance
Food Preparation Workers75% exposure • Food Preparation and Serving Related
Dishwashers76% exposure • Food Preparation and Serving Related
Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop76% exposure • Food Preparation and Serving Related

Examples of automations

Scheduling automation examples

Capture requests from form/email into one queue
Auto-propose slots using Scheduling automation
Send reminders and update status automatically
Escalate conflicts to a supervisor with context

Reporting automation examples

Aggregate daily operations into one reporting table
Generate dashboards with Reporting automation
Create weekly summary narratives with risk flags
Distribute summaries by role with required actions

Communication templating examples

Classify inbound messages by intent and urgency
Draft replies with Communication copilot
Insert policy-approved language and context snippets
Queue sensitive drafts for manager approval

Escalation handling examples

Detect exception triggers from job events
Route to specialist based on severity policy
Attach timeline, customer context, and prior actions
Track closure and feed outcomes into playbooks

Benchmark data source

Last updated: March 4, 2026

Benchmarked descriptions used: 1,016 role descriptions mapped across 1,012 industries.

Data references for this role

Role profile and task mix
Job title, SOC 35-2013.00, role description, task statements, and job-zone context.
Source: O*NET Database 29.0 (Occupation Data + Job Zones) • O*NET Resource Center / U.S. Department of Labor
Industry and sector mapping
Industry code 722514, sector 72, and category mapping shown on this role.
Source: NAICS 2022 6-Digit Codes • U.S. Census Bureau
Exposure score, confidence, and timeline views
Deterministic benchmark scoring, confidence tiers, stack coverage, and timeline projections derived from role/task inputs.
Source: replaced.fyi methodology • replaced.fyi
Related roles and pivot recommendations
Adjacent-role comparisons and safer/higher-pay pivot suggestions computed from the same benchmark catalog.
Source: replaced.fyi rankings dataset • replaced.fyi

Primary source list

O*NET Database 29.0 (Occupation Data + Job Zones) • O*NET Resource Center / U.S. Department of Labor
NAICS 2022 6-Digit Codes • U.S. Census Bureau

Confidence definition: High confidence means broad role coverage, benchmark consistency across adjacent roles, and stable task-level scoring signals.

Methodology • Rankings