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Occupation · 2026 assessment

Land plots Analyst

The Land plots 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.

47%2026
51%2028
56%2030
63%2035

Which tasks are exposed

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

TaskRisk
Automated matching of properties and buyers71%
Preparing listings and virtual viewings70%
Negotiation and transaction-specific risk review30%
Cleaning, joining and preparing data71%
Creating standard reports and visualizations69%
Forming conclusions and checking causality41%
Entering and classifying financial documents72%
Reconciling transactions and detecting discrepancies69%

Task map

AI replaces ↔ AI augments

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

  1. 1Automated matching of properties and buyersAI 71% · human 49%
  2. 2Preparing listings and virtual viewingsAI 70% · human 47%
  3. 3Negotiation and transaction-specific risk reviewAI 30% · human 59%
  4. 4Cleaning, joining and preparing dataAI 71% · human 44%
  5. 5Creating standard reports and visualizationsAI 69% · human 45%
  6. 6Forming conclusions and checking causalityAI 41% · human 62%
  7. 7Entering and classifying financial documentsAI 72% · human 47%
  8. 8Reconciling transactions and detecting discrepanciesAI 69% · human 58%

Why technology can change this work

  • AI automatically drafts analyses, finds correlations and explains standard deviations
  • algorithmic valuation and automated matching reduce property-search work
  • documents, transactions and reports have structured digital formats
  • reconciliation, classification and standard calculations repeat
  • rules and anomalies can be checked by software

What protects the occupation

  • choosing the right question and checking causality rather than correlation alone
  • property inspection and discovery of hidden transaction risks
  • accountability for financial decisions
  • non-standard transactions and regulatory change
  • negotiation with management, auditors and regulators

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$7 000per month
2035$9 450scenario estimate
2026: $7 00020262027: $7 25020272028: $7 50020282029: $7 75020292030: $8 00020302031: $8 25020312032: $8 55020322033: $8 85020332034: $9 15020342035: $9 4502035
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.

Financial Analyst

Established resilient role
New role risk45%
DemandMediumDifficultyLowTime3–6 monthsSkill fit87%

ML Model Validator

Emerging role
New role risk20%
DemandHighDifficultyLowTime3–6 monthsSkill fit87%

AI Risk Manager

Emerging role
New role risk19%
DemandHighDifficultyLowTime3–6 monthsSkill fit85%

Data Analyst

Established resilient role
New role risk51%
DemandHighDifficultyMediumTime6–12 monthsSkill fit66%

Carbon Accounting Automation Specialist

Emerging role
New role risk22%
DemandHighDifficultyHighTime12–24 monthsSkill fit50%

AI Cost Optimization Analyst

Emerging role
New role risk27%
DemandHighDifficultyLowTime3–6 monthsSkill fit81%

Job search and transitions

Find work with a lower risk index

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

Carbon Accounting Automation Specialist

Skill fit 50% · risk 22%

Search jobs ↗

Skills you already have

  • analytical question framing
  • metric interpretation
  • property presentation
  • transaction-term negotiation
  • financial literacy
  • financial reporting

Skills to build

  • SQL and data preparation
  • visualization and forecasting
  • digital property valuation
  • virtual viewings
  • data analytics
  • BI tools
CurrentLand plots Analyst · 47%
→
Keepanalytical question framing · metric interpretation · property presentation
→
AddSQL and data preparation · visualization and forecasting · digital property valuation

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.