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Occupation · 2026 assessment

Home goods retail Sales Analyst

The Home goods retail Sales Analyst role combines repeatable operations with decisions that require professional context. The index measures task exposure to AI, software automation and robotics—not the probability that the occupation disappears.

Moderate risk level Search jobs ↗
How risk may change

A forecast estimate, not a guaranteed scenario.

55%2026
59%2028
63%2030
69%2035

Which tasks are exposed

Risk applies to individual tasks—not to a person or an entire occupation.

TaskRisk
Cleaning, joining and preparing data79%
Creating standard reports and visualizations77%
Forming conclusions and checking causality49%
Finding and qualifying prospects77%
Preparing standard outreach and proposals79%
Maintaining CRM records and contact history78%
Forecasting deals and next actions70%
Negotiating complex terms40%

Task map

AI replaces ↔ AI augments

Each task is positioned by AI capability and the degree of human involvement still required.

  1. 1Cleaning, joining and preparing dataAI 79% · human 36%
  2. 2Creating standard reports and visualizationsAI 77% · human 37%
  3. 3Forming conclusions and checking causalityAI 49% · human 54%
  4. 4Finding and qualifying prospectsAI 77% · human 47%
  5. 5Preparing standard outreach and proposalsAI 79% · human 37%
  6. 6Maintaining CRM records and contact historyAI 78% · human 46%
  7. 7Forecasting deals and next actionsAI 70% · human 41%
  8. 8Negotiating complex termsAI 40% · human 48%

Why technology can change this work

  • AI automatically drafts analyses, finds correlations and explains standard deviations
  • AI finds leads and prepares personalized outreach
  • CRM systems predict deal probability and next action
  • standard consultations move to chat and voice agents

What protects the occupation

  • choosing the right question and checking causality rather than correlation alone
  • trust and long-term relationships
  • complex negotiation and customer motivation
  • accountability for non-standard commercial offers

United States · before tax

Average pay and outlook

Estimated nominal monthly pay. The scenario reflects sector, demand and task resilience; it is not a guarantee of income.

2026$6 700per month
2035$9 050scenario estimate
2026: $6 70020262027: $6 95020272028: $7 15020282029: $7 40020292030: $7 65020302031: $7 90020312032: $8 20020322033: $8 45020332034: $8 75020342035: $9 0502035
Find jobs ↗The partner link may contain referral parameters. Data benchmark: U.S. Bureau of Labor Statistics ↗

Practical next step

Where to move next

Do not restart from zero: carry your experience forward and add scarce skills.

Customer Success Manager

Established resilient role
New role risk30%
DemandHighDifficultyLowTime3–6 monthsSkill fit89%

AI Procurement Manager

Emerging role
New role risk29%
DemandHighDifficultyHighTime12–24 monthsSkill fit56%

Digital Avatar Producer

Emerging role
New role risk35%
DemandHighDifficultyHighTime12–24 monthsSkill fit54%

Product Manager

Established resilient role
New role risk31%
DemandHighDifficultyHighTime12–24 monthsSkill fit52%

AI Vendor Manager

Emerging role
New role risk31%
DemandHighDifficultyLowTime3–6 monthsSkill fit81%

AI Adoption Coach

Emerging role
New role risk19%
DemandHighDifficultyHighTime12–24 monthsSkill fit56%

Job search and transitions

Find work with a lower risk index

Compare adjacent paths and open a current search for the selected occupation.

Skills you already have

  • analytical question framing
  • metric interpretation
  • needs discovery
  • negotiation
  • objection handling
  • customer relationship management

Skills to build

  • SQL and data preparation
  • visualization and forecasting
  • AI prospecting
  • funnel analytics
  • sales AI-assistant management
  • complex B2B sales
CurrentHome goods retail Sales Analyst · 55%
→
Keepanalytical question framing · metric interpretation · needs discovery
→
AddSQL and data preparation · visualization and forecasting · AI prospecting

Sources and update

Updated: 2026-09-25 · Assessment confidence: Medium

International Labour Organization · 2025Generative AI and Jobs: A Refined Global Index of Occupational Exposure

Nearly 30,000 tasks; a global assessment of GenAI exposure across detailed occupational groups.

World Economic Forum · 2025The Future of Jobs Report 2025

A survey of more than 1,000 employers representing over 14 million workers across 55 economies.

O*NET Resource Center · 2026O*NET Database

Occupational, task, skill and work-context structure.