THE STATE OF DATA CENTER CONSTRUCTION  ·  SEPTEMBER 2026
THE WORK IS COMING FASTER THAN THE PEOPLE WHO PRICE IT

The Data Center Boom Has A Problem

Data centers are being built faster than estimators are being hired. Spend is up 79% in two years, the estimator workforce is shrinking, and only one contractor in eight has any of the work. The rest are not losing on price. They are never bidding at all, because nobody on the desk has the hours. This report shows the gap, and what closes it.

$50.7B
ANNUALIZED US DATA CENTER CONSTRUCTION SPEND, APRIL 2026, THE FIRST MONTH ABOVE $50 BILLION
12%
SHARE OF CONTRACTORS UNDER CONTRACT ON A DATA CENTER, CARRYING 11.4 MONTHS OF BACKLOG AGAINST 7.5 FOR EVERYONE ELSE
38 hrs
ESTIMATOR-HOURS TO TAKE OFF A MID-SIZE PROCESS PIPING AND MECHANICAL PACKAGE, THE SCOPE A DATA CENTER IS MADE OF

Sources: US Census Bureau · Associated Builders and Contractors · our survey of 312 US industrial estimators, published as The State of Industrial Estimation 2026 and The Shortage of Estimators. Full sources in the appendix.

AT A GLANCE

The numbers that matter

+79%
Two-year growth in data center construction spend, April 2024 to April 2026
CENSUS
$49.5B
Data center construction starts in the first four months of 2026, against $13.6B a year earlier
CONSTRUCTCONNECT
7,481 MW
Record capacity under construction across the eight primary North American markets, H1 2026, 80% of it already leased
CBRE
26 GW
Data center capacity under construction in Texas, double Virginia’s 13
JLL
33%
Share of a liquid-cooled data center’s cost that is mechanical, up from 22% for air-cooled builds
TURNER & TOWNSEND
16,900
Cost estimator openings a year through 2034, all of them replacements for people leaving the profession
BLS
68% vs 45%
Share of qualified work priced by top-quartile estimating desks, against the median desk
OUR SURVEY · N=312
76%
Share of today’s estimator seats that turn over by 2034
OUR CALCULATION · BLS BASE

White cards are third-party figures reported as published. Dark cards are our own survey or our own arithmetic from public data. The two are never blended in a single number. Methodology and sources at the foot of the page.

WHAT THIS REPORT COVERS
01The spend passed $50 billion a year02What is coming next, from the starts data03Where it lands: Texas, then Louisiana04Who has the work, and who is bidding to stand still05What the package actually looks like06The price of the miss, at $10.7M a megawatt07The people who price it are leaving08The preconstruction chokepoint09The scissors, and what closes them
THE THESIS

Every megawatt in this report was priced by a person before it was built. The industry is building more megawatts and hiring fewer of those people.

Spend rose 79% in two years. The estimator workforce is projected to shrink. When a desk cannot get through a package on the deadline, the contractor passes, the work stays with the 12% who already have it, and the boom shows up in someone else’s backlog. theTakeoff.ai exists to change which side of that line a desk sits on.

+79% / −4%
Data center construction spend, April 2024 to April 2026, against the projected change in US cost estimators, 2024 to 2034.
US CENSUS BUREAU · BLS
01

The Spend

The Census Bureau broke data centers out as their own category this year. The first clean reading put them past general office construction and past every airport, port and transit project in the country combined.

The first clean reading came in April 2026: $50.7 billion at a seasonally adjusted annual rate (SAAR), which is a monthly figure scaled to what it would be over a full year.

That number passed general office construction ($43.8 billion) and the whole of public transportation construction, meaning airports, ports and mass transit combined, for the first time. Data centers are now 2.3% of every construction dollar spent in the United States.

April 2024 was $28.3 billion. April 2025 was $39.6 billion. April 2026 was $50.7 billion. No other private nonresidential category moved like that. Manufacturing, the previous boom, fell 22% over the same year as CHIPS Act megaprojects moved from civil work into equipment fit-out.

EXHIBIT 1
Data center spend has grown 79% in two years
Annualized US private data center construction spend, April of each year, $ billion
April 2024
$28.3B
April 2025
$39.6B
April 2026
$50.7B
FIG. 1  ·  SOURCE: US CENSUS BUREAU, MONTHLY CONSTRUCTION SPENDING, JUNE 2026 RELEASE
02

What Is Coming Next

Spend counts work already under way. The better signal for an estimating desk is what broke ground recently, because the packages behind those projects are still being bid out to the trades.

Every one of those projects was priced months before the first pour. ConstructConnect’s June 2026 Data Center Report puts data center starts through April at $49.5 billion. The same four months of 2025 came to $13.6 billion. Full-year 2025 starts were $77.7 billion, up 190% on 2024, and 2026 is running ahead of that pace.

CBRE’s midyear count tells the same story from the other end. Capacity under construction across the eight primary North American markets hit a record 7,481 megawatts in the first half of 2026, up 24.8% in six months. More than 80% of it is already leased, and vacancy sits at 1.4%. The work is sold before it is built.

EXHIBIT 2
Nearly four times the starts of a year ago
Data center construction starts, January to April, $ billion
2025
$13.6B
2026
$49.5B
FIG. 2  ·  SOURCE: CONSTRUCTCONNECT, JUNE 2026 DATA CENTER REPORT
EXHIBIT 3
A record build, and still not enough
Capacity under construction, eight primary North American markets, megawatts
H2 2024 peak
6,350
H2 2025
5,994
H1 2026
7,481
FIG. 3  ·  SOURCE: CBRE, NORTH AMERICA DATA CENTER TRENDS H1 2026
03

Where It Lands

It is landing on the corridor that already builds and maintains every refinery, LNG terminal and petrochemical plant on the Gulf Coast, drawing from the same pool of pipefitters, welders and estimators.

Texas leads the country with 26 gigawatts of data center capacity under construction, per JLL data reported by the Houston Business Journal on 20 August 2026. Virginia, the market everyone still calls the largest, has 13. CBRE expects West Texas alone to be a top-five colocation market by 2028.

Louisiana is next door. Meta’s Hyperion campus in Richland Parish has grown from a $10 billion announcement to a $27 billion program, built by Turner, DPR and Mortenson, with peak onsite employment expected above 5,000 workers. Entergy will build ten gas-fired plants totaling 7.5 gigawatts to power it, a 30% increase to the whole state’s grid. Every one of those plants is a piping and mechanical job.

BIC Magazine put it plainly in July: gigawatt-scale digital infrastructure is drawing from the same pool of pipefitters, electricians and welders the industrial sector has relied on for decades. The data center industry alone is projected to need 140,000 more of them by 2030.

One caveat belongs here. Cleanview’s April tracker counts 140 planned Texas projects at 75,089 megawatts, and both Cleanview and ERCOT say a large share of that is speculative. Texas also paused new approvals on 3 August pending an audit. Treat the pipeline as an upper bound. Even a quarter of it is a decade of mechanical and electrical work.

EXHIBIT 4
Texas is building twice what Virginia is
Data center capacity under construction, gigawatts, August 2026
Texas
26 GW
Virginia
13 GW
FIG. 4  ·  SOURCE: JLL, VIA HOUSTON BUSINESS JOURNAL, 20 AUGUST 2026
EXHIBIT 5
One Louisiana campus, in the units a mechanical desk reads
Meta Hyperion, Richland Parish, as of March 2026
Program value
$27B
Gas plants to build
10 · 7.5 GW
Peak site workforce
5,000+
FIG. 5  ·  SOURCE: ENGINEERING NEWS-RECORD AND FORTUNE, MARCH 2026  ·  ENTERGY LOUISIANA
04

Who Has The Work

Here is the number that decides whether this boom reaches your desk. Only 12% of contractors are under contract on a data center, and they are full for nearly a year.

ABC’s July 2026 Construction Backlog Indicator found that only 12% of contractors are under contract on a data center. They carry 11.4 months of backlog. The other 88% carry 7.5, and backlog fell in every region, sector and company size that month. The South was the only region with more work than a year ago.

ABC Chief Economist Anirban Basu said the data center boom masks the weakness everywhere else, and that the gap has hit small and mid-size contractors hardest. Firms in the $30 to $50 million revenue band have their thinnest backlog since March 2020. Earlier in the year, fewer than 6% of small firms reported data center work, against 37% of the largest.

The concentration is a structural fact about who bids on hyperscale packages, not a comment on anyone’s estimating. But it changes what the boom means. For most contractors the question is how to get into this work, and the answer runs through the desk: the mechanical, electrical, civil and specialty scopes that spill out of every campus are bid by the trades, one package at a time, on the same deadlines as everything else.

EXHIBIT 6
Full for a year, or chasing more bids to stand still
Construction backlog by contractor group, months, July 2026
With data center work (12%)
11.4 months
All contractors
8.0
Without data center work (88%)
7.5
READING ITBoth groups need more estimating hours than they have. One is pricing the biggest packages it has ever seen. The other is chasing more bids to hold the same revenue.
FIG. 6  ·  SOURCE: ASSOCIATED BUILDERS AND CONTRACTORS, CONSTRUCTION BACKLOG INDICATOR, JULY 2026, RELEASED 11 AUGUST 2026
GET INTO THE 12%
The contractors with data center work did not get there by hiring more estimators. See your own mechanical package counted in hours, then check it line by line.
BOOK A WALKTHROUGH →
05

What The Package Looks Like

A data center is a power and cooling building. Liquid cooling moves a third of its cost into mechanical scope, and mechanical scope is process piping.

Turner & Townsend’s cost index puts electrical at 54% of an air-cooled facility’s cost and mechanical at 22%. Move to the liquid-cooled halls that AI racks need and mechanical rises to 33%, with electrical at 48%. JLL expects 80% of new facilities to be liquid-cooled by 2030.

That mechanical third is chilled water, coolant distribution loops, secondary pumping, dry coolers, generator fuel and fire suppression. In estimating terms it is process piping, and process piping is the heaviest scope in our survey of 312 industrial estimators: 38 estimator-hours for a mid-size package, more than any other trade.

The package is also getting more expensive to get wrong. JLL puts shell-and-core cost at $10.7 million per megawatt in 2025, up from $7.7 million in 2020, with a further 6% rise expected this year. AI-optimized halls run past $20 million per megawatt. Equipment lead times average 42 weeks, and 57% of 2025 projects slipped at least three months.

EXHIBIT 7
Liquid cooling moves a third of the job to mechanical
Share of facility construction cost by discipline
Electrical, air-cooled
54%
Electrical, liquid-cooled
48%
Mechanical, air-cooled
22%
Mechanical, liquid-cooled
33%
FIG. 7  ·  SOURCE: TURNER & TOWNSEND, DATA CENTRE CONSTRUCTION COST INDEX 2025-2026
EXHIBIT 8
How the heaviest scope still gets counted
Share of US industrial estimating teams, Q1 2026
Count quantities by hand
About three quarters
Price in Excel
89%
READ IT RIGHTA desk that absorbed 24% more volume on 4% more people never had a quarter free to change how it counts. This is a capacity fact, not a competence one.
FIG. 8  ·  SOURCE: OUR SURVEY, THE STATE OF INDUSTRIAL ESTIMATION 2026, N=312
WHERE THETAKEOFF.AI HELPS
The 38 hours are the part software can take

theTakeoff.ai reads the piping and instrumentation diagrams, isometrics and drawing sets in a package and returns a draft takeoff, every line, fitting and valve traced to the sheet it came from. The estimator checks a first pass instead of building one, then prices it.

That is the difference between a desk that can take the data center package this month and a desk that has to pass on it.

BOOK A WALKTHROUGH WITH YOUR PACKAGE →
06

The Price Of The Miss

Costs are moving under the estimate while it sits on the desk. Input costs rose twice as fast as bid prices over the past year.

AGC’s August 2026 analysis of BLS producer price data shows construction input costs up 7.1% year over year while bid prices rose 3.5%. Nearly half of Turner & Townsend’s respondents reported bid or tender price increases of 6% to 15% in the past year, and another 21% saw more than 15%.

AGC’s outlook found 70% of contractors were affected by tariffs in 2025. Forty percent raised bid prices, a third pulled materials purchases forward, and 11% absorbed most or all of the cost themselves. A number that was right when the package arrived can be wrong by the time it is submitted.

At $10.7 million per megawatt, a contingency added to cover what a rushed team could not see is worth millions on a single hall. It is rational protection, and it is also the reason a thinner desk loses to the desk that could count everything.

EXHIBIT 9
Costs are rising twice as fast as bid prices
Year-over-year change, July 2025 to July 2026
Construction input costs
+7.1%
Bid prices
+3.5%
FIG. 9  ·  SOURCE: ASSOCIATED GENERAL CONTRACTORS ANALYSIS OF BLS PRODUCER PRICE INDEX DATA, AUGUST 2026
PUT A NUMBER ON IT
What does the work you never priced cost your firm in a year? Your Missing Millions works it out from seven of your own figures, no signup, no call.
CALCULATE WHAT NO-BIDS COST YOU →
07

The People Who Price It

BLS counts 221,400 cost estimators in the United States and projects fewer by 2034. Every opening through the decade is a replacement, none of them growth.

BLS counts 221,400 cost estimators as of 2024 and projects 212,100 by 2034. Over the same decade it expects 16,900 openings a year, every one of them a replacement for someone retiring or leaving the profession. Run the arithmetic and 76% of today’s seats turn over by 2034. We took that apart in full in The Shortage of Estimators.

The wider trades are in the same position. ABC’s January model says construction must attract 349,000 net new workers in 2026 to keep up, rising to 456,000 in 2027. AGC’s outlook found 82% of firms struggling to fill craft roles and 80% struggling to fill salaried ones, the highest share in three years, and 60% had postponed or cancelled a project in the past six months because of staffing. McKinsey estimates 20 skilled trade openings for every new entrant through 2032.

Our survey shows what that looks like inside an estimating team. Bid volume per team is up 24% over five years. Estimator headcount is up 4%. Top-quartile desks price 68% of the work they qualify; the median desk prices 45%. A desk that absorbed a quarter more volume on the same people did not have a free quarter to change how it prices.

Hiring will not close this. There are 16,900 openings a year and a shrinking pool to fill them from. The desks that get into the data center work will be the ones that get more packages out of the estimators they already have.

EXHIBIT 10
Bid volume up 24%, headcount up 4%
Five-year change per industrial estimating team
Bid volume per team
+24%
Estimator headcount
+4%
FIG. 10  ·  SOURCE: OUR SURVEY, THE STATE OF INDUSTRIAL ESTIMATION 2026, N=312
EXHIBIT 11
Three quarters of the seats turn over in a decade
16,900 openings × 10 years ÷ 221,400 employed in 2024
Employed, 2024
221,400
Projected, 2034
212,100
Seats turning over
169,000 · 76%
FIG. 11  ·  SOURCE: BLS OCCUPATIONAL OUTLOOK HANDBOOK, COST ESTIMATORS  ·  OUR CALCULATION
THE SHORTAGE, IN FULL
Where the 16,900 openings come from, why none of them add capacity, and what the firms that broke the pattern did instead. The Shortage of Estimators is the companion to this report.
READ THE SHORTAGE REPORT →
08

The Preconstruction Chokepoint

Most coverage of the boom stops at power, land, permits and craft labor. Before any of those constraints bite, someone has to price the job accurately enough to pursue it.

A May 2026 piece in For Construction Pros made the point this report is built on: the preconstruction teams doing that pricing have not scaled with the volume.

The mechanism compounds. A contractor who cannot price a complex package on the deadline passes on it. Every firm that walks away removes price tension from the market. The bids that do go in carry wider margins to cover what the team could not see, and at data center values that padding is structural inflation. Incomplete takeoffs then generate rework, revise, clarify and rebid, before a foundation is poured.

Contractors know where the leverage is. AGC’s outlook found 61% of firms using or planning to invest more in AI, up from 44% a year earlier, and estimating was one of the two most common places they put it, alongside preconstruction. Twenty-three percent already use it for estimating.

EXHIBIT 12
Where contractors are putting AI first
Share of firms using or planning to increase investment in AI, AGC 2026 outlook
2025 outlook
44%
2026 outlook
61%
Using it for estimating
23%
WHAT IT DOES NOT DOSoftware does not decide the number. On a data center package the estimator still owns the scope read, the risk call and the price. What software can take is the counting.
FIG. 12  ·  SOURCE: ASSOCIATED GENERAL CONTRACTORS AND SAGE, 2026 CONSTRUCTION HIRING AND BUSINESS OUTLOOK
STOP PASSING ON PACKAGES
If your desk turned down a data center or industrial package this quarter, that is the package to bring. We count the piping while you watch, then you check it.
BOOK A WALKTHROUGH →
09

The Scissors

Put the curves together. Spend rose 79% in two years, the profession that prices it is projected to shrink 4%, and the gap is 80 index points wide.

Data center construction spend rose 79% in two years. The estimator workforce is projected to shrink 4% over the coming decade, with three quarters of the seats changing hands along the way. The contractors with data center work are full for nearly a year. Everyone else is bidding more to stand still.

The gap will not close by hiring, because there is nobody to hire. The only variable a contractor controls this year is how many hours a package takes to count, and on a data center package the counting is mostly pipe.

That is exactly the variable theTakeoff.ai moves. A draft takeoff comes back with every quantity traced to its sheet, the estimator checks it rather than building it, and the same desk gets through more packages in the same week. More packages priced is more data center work bid, and more work bid is the only way onto the 11.4-month side of the line.

EXHIBIT 13
More packages, fewer people to price them
Indexed to 2024 = 100. Data center spend from Census, April of each year. Estimator headcount from the BLS 2024 to 2034 projection, spread evenly across the decade
202420252026100140179Data center spend99.699.2THE GAP80 points in two yearsEstimator headcount, BLS projection (grey)Data center construction spend, Census (teal)
FIG. 13  ·  SOURCE: US CENSUS BUREAU  ·  BLS OCCUPATIONAL OUTLOOK HANDBOOK  ·  OUR CONSTRUCTION. HEADCOUNT POINTS ARE INTERPOLATED FROM THE BLS DECADE PROJECTION, NOT MEASURED YEARLY
THIS WEEK
One thing to do before the next package lands

The next data center or industrial package that reaches your desk, log two numbers: the estimator-hours the mechanical and piping takeoff took, and whether the desk could take the same package again next month without dropping something else.

Two packages in, you have the number this report cannot give you, in the unit you control. The Your Missing Millions calculator turns it into hours, packages and dollars against the 312-desk benchmark, no signup.

MeasureWhere it standsDirection
Data center construction spend$50.7B SAAR, +79% in two yearsRising
Contractors under contract on a data center12%, carrying 11.4 months of backlogConcentrating
Mechanical share of a liquid-cooled hall33%, up from 22% air-cooledRising
Cost estimators employed221,400, to 212,100 by 2034Falling
Estimator seat turnover by 203476% (calculated)Compounding
Qualified work priced, top quartile vs median68% vs 45%The gap this report is about
Sayan Sen
FOUNDER AND CEO, CONTRAVAULT AI

Every contractor we talk to on the Gulf Coast has the same two problems in the same week. A data center package they cannot staff and a refinery turnaround they cannot afford to lose. The estimator is the same person in both meetings. We built theTakeoff.ai so that person gets through the counting in hours and spends the week on the judgment nobody else in the building can do.

WHERE THETAKEOFF.AI FITS

The projects are not slowing down. The hiring is not catching up. The desk is where this gets solved.

theTakeoff.ai reads piping and instrumentation diagrams, isometrics and drawing sets and produces a draft takeoff with every quantity traceable to its source sheet. The estimator reviews it, corrects it and prices it. The 38 hours become a review, and the package you would have passed on gets bid.

Bring that package. It is the one where the difference shows.

BOOK A WALKTHROUGH WITH THETAKEOFF.AICALCULATE WHAT NO-BIDS COST YOU
SOURCES AND METHODOLOGY
  1. 1. US Census Bureau, Monthly Construction Spending, April 2026 (released 1 June 2026), as reported by Bloomberg and Data Center Knowledge; April 2024 and 2025 comparisons via MLQ.
  2. 2. ConstructConnect, June 2026 Data Center Report (27 May 2026), starts figures as reported by For Construction Pros and American Industrial Magazine.
  3. 3. CBRE, North America Data Center Trends H1 2026, and the H2 2025 edition for the 5,994 MW year-end figure.
  4. 4. JLL, data center capacity under construction by state, reported by Houston Business Journal, 20 August 2026; JLL 2026 Global Data Center Outlook for cost per megawatt, lead times and delay rates, as cited by ConstructionBids.ai.
  5. 5. Engineering News-Record and Fortune, March 2026, on Meta Hyperion and the Entergy generation program.
  6. 6. Cleanview, Texas data center pipeline tracker, April 2026, via The Texas Land Agent.
  7. 7. Associated Builders and Contractors, Construction Backlog Indicator, July 2026 (released 11 August 2026); small-firm share via ABC South Texas; the 349,000-worker model via Westside Construction Group.
  8. 8. Associated General Contractors and Sage, 2026 Construction Hiring and Business Outlook (8 January 2026); AGC analysis of BLS producer price index data, August 2026.
  9. 9. Turner & Townsend, Data Centre Construction Cost Index 2025-2026; discipline shares as reported by Archdesk; bid price findings as reported by Quartz.
  10. 10. BIC Magazine, Gulf Coast Talent Clash, July 2026, including the McKinsey trade-entrant ratio and the 140,000-worker projection.
  11. 11. US Bureau of Labor Statistics, Occupational Outlook Handbook, Cost Estimators (2024 base, 2034 projection).
  12. 12. theTakeoff.ai and RFP Professionals, The State of Industrial Estimation 2026, survey of 312 US industrial estimators, Q1 2026; and The Shortage of Estimators, August 2026.

The 76% turnover figure is our calculation: 16,900 annual openings × 10 years ÷ 221,400 employed in 2024. Exhibit 13 indexes Census spend and the BLS decade projection to 2024; the headcount points are interpolated. Third-party figures are reported as published; publication dates vary.

ABOUT THETAKEOFF.AI

theTakeoff.ai builds AI takeoff software for industrial piping and mechanical contractors. The engine reads P&IDs and drawing sets and produces structured, auditable draft takeoffs with click-to-verify traceability to the source drawing and the governing standard. theTakeoff.ai is a product of ContraVault AI, whose bid-intelligence platform is used by EPC and infrastructure contractors including Kalpataru, Rithwik, and ISGEC.

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© 2026 CONTRAVAULT AI. THIS REPORT MAY BE SHARED AND CITED WITH ATTRIBUTION.THETAKEOFF.AI  ·  CO-PUBLISHED WITH RFP PROFESSIONALS  ·  SEPTEMBER 2026