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The AI Resilience Report helps you understand how AI is likely to impact your current or future career. Drawing on data from over 1,500 occupations, it provides a clear snapshot to support informed career decisions.
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Last Update: 5/19/2026
Your role’s AI Resilience Score is
Median Score
Meaningful human contribution
Measures the parts of the occupation that still require a human touch. This score averages data from up to four AI exposure datasets, focusing on the role’s resilience against automation.
Med
Long-term employer demand
Predicts the health of the job market for this role through 2034. Using Bureau of Labor Statistics data, it balances projected annual job openings (60%) with overall employment growth (40%).
Med
Sustained economic opportunity
Measures future earning potential and career flexibility. This score is a blend of total projected labor income (67%) and the role’s inherent ability to adapt to economic and technological shifts (33%).
Med
This reflects the reliability of your score based on the number of data sources available for this career and how closely those sources agree on the outlook. A higher confidence means more consistent evidence from labor experts and AI models.
Most data sources align, with only minor variation. This is a well-supported result.
Contributing sources
Cost Estimators are somewhat less resilient to AI impacts than most occupations, according to our analysis of 6 sources.
Cost estimating is "Somewhat Resilient" because AI is already reducing the total number of estimators needed — the BLS projects a 4% employment decline — by automating the repetitive, number-crunching parts of the job like data entry, takeoffs, and routine reports. However, the work that really matters — negotiating with clients, making judgment calls on complex bids, and taking legal responsibility for estimates — still needs a human in the loop, and most companies won't sign off on a major project without one.
Read full analysisLearn more about how you can thrive in this position
Learn more about how you can thrive in this position
This role is somewhat resilient
Cost estimating is "Somewhat Resilient" because AI is already reducing the total number of estimators needed — the BLS projects a 4% employment decline — by automating the repetitive, number-crunching parts of the job like data entry, takeoffs, and routine reports. However, the work that really matters — negotiating with clients, making judgment calls on complex bids, and taking legal responsibility for estimates — still needs a human in the loop, and most companies won't sign off on a major project without one.
Read full analysisAnalysis of Current AI Resilience
Cost Estimators
Updated Quarterly • Last Update: 5/14/2026

If you're thinking about a career as a cost estimator, here's the honest picture: AI is already changing the work, but mostly by helping estimators do more — not by replacing them. The U.S. Bureau of Labor Statistics says "Cost estimation software is improving the productivity of these workers, requiring fewer estimators to do the same amount of work", and overall employment of cost estimators is projected to decline 4 percent from 2024 to 2034 [1] [1]. That hits the most repetitive tasks first — setting up cost monitoring systems, maintaining supplier directories, and producing routine expenditure reports.
The augmentation side is where the action is. In April 2026, McKinsey partnered with ALICE Technologies to offer generative AI scheduling that has accelerated projects by up to 20% across 35+ clients [2], with one data center client cutting its schedule by 40%. Deloitte's 2026 Engineering and Construction Outlook reports that firms are deploying AI, BIM, digital twins, and IoT to improve planning and project delivery [3] amid tight labor and cost conditions.
Professional groups are leaning in too — AACE International's Brazil meeting featured panels on digital transformation in estimating and AI applications in claims and contract administration [4]. Tasks that need negotiation, judgment, and human relationships — like consulting with clients or working with architects — are still firmly human.

Adoption is moving fast where the math is easy: takeoffs, data entry, and benchmarking. Deloitte highlights that severe labor shortages and rising material costs are pushing firms toward digital tools [3], which makes AI a budget-saver rather than a luxury. The World Economic Forum's Future of Jobs Report 2025 found that 86% of employers expect AI and information processing to transform their business by 2030 [5], with analytical thinking ranked the top core skill.
But adoption faces real friction. A GAO review highlighted by ICEAA found that agencies struggled because it was hard to access AI technical experts and "hard to understand AI-related costs" [6] — a big deal in an industry where bid accuracy is everything. Construction also runs on trust, contracts, and legal accountability, so most companies want a human estimator signing off before money changes hands.
The encouraging takeaway for young people: estimators who learn AI tools, data analysis, and negotiation will likely be more valuable — not less — than ever.

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They figure out how much a project will cost by looking at materials, labor, and time, helping companies plan and budget effectively.
Median Wage
$77,070
Jobs (2024)
221,400
Growth (2024-34)
-4.2%
Annual Openings
16,900
Education
Bachelor's degree
Experience
None
Source: Bureau of Labor Statistics, Employment Projections 2024-2034
AI-generated estimates of task resilience over the next 3 years
Confer with engineers, architects, owners, contractors and subcontractors on changes and adjustments to cost estimates.
Consult with clients, vendors, personnel in other departments or construction foremen to discuss and formulate estimates and resolve issues.
Establish and maintain tendering process, and conduct negotiations.
Visit site and record information about access, drainage and topography, and availability of services such as water and electricity.
Conduct special studies to develop and establish standard hour and related cost data or to effect cost reduction.
Assess cost effectiveness of products, projects or services, tracking actual costs relative to bids as the project develops.
Review material and labor requirements to decide whether it is more cost-effective to produce or purchase components.
Tasks are ranked by their AI resilience, with the most resilient tasks shown first. Core tasks are essential functions of this occupation, while supplemental tasks provide additional context.

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The AI Resilience Report is a project from CareerVillage.org®, a registered 501(c)(3) nonprofit.
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