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STRATUSWORKFORCE SCAN

Knife River Corporation (KNF)

Aggregates, concrete, asphalt and paving, all U.S. Read October 20, 2026 from the annual report for the period ending December 31, 2025, filed February 20, 2026. Ranked 51 of the 62 Basic Materials companies read so far, by the share within reach now.

Within reach now

16%

End of 2028

24%

Employees, annual report

5,298

Leading staffing pattern

Nonmetallic Mineral Mining and Quarrying

Share of the working time within reach, long-run pace, four times in five

  • Now16%
  • End of 202722%
  • End of 202824%
  • End of 203024%

What changes for its people by the end of 2028, by its industries' figures

  • Stays with people 72%
  • Becomes checking a model's work 21%
  • Handed over with lighter checks 5%

The filing states 5,298 employees, all in the United States, with a seasonal peak of 6,900, in aggregates, ready-mix, asphalt and contracting with nothing by segment, so the split is by description.

The figures on this page come from the company's own annual report and from BLS staffing patterns for its industries, never from a roster. They are estimates with a stated method. Nothing here says what the company will do: within reach is not a forecast of jobs lost or of savings.

What follows from the reading

Share of working time within reach of AI, on the long-run pace at four in five: 16% now, 22% at the end of 2027, 24% at the end of 2028, 24% at the end of 2030. By the patterns, the work is about 24% desk work, 11% people work and 65% body work. These are the site's industry estimates weighted by the shares below: estimates with a stated method and range, not a forecast of what the company will do. By the same patterns, at the end of 2028 about 72% of the working time stays with people (conversation, in-person and hands-on work), 21% becomes checking a model's work and 5% could be handed over with lighter checks, from the industries' own figures, not the company's roles.

Headcount

5,298 employees as of December 31, 2025 (stated). The filing states that all employees are employed in the United States.

The filing: “As of December 31, 2025, we employed 5,298 people, all of whom were employed in the United States.”

The workforce as industry patterns

PatternShareReason, from the filing
Nonmetallic Mineral Mining and Quarrying30%By description (c): aggregates from its quarries and pits are 29% of revenue, and the filing counts no employees by product line or segment.
Nonmetallic Mineral Product Manufacturing25%By description (c): ready-mix concrete, 37% of revenue, and precast products are made at its plants; no count by product line.
Petroleum and Coal Products Manufacturing15%By description (c): asphalt, 20% of revenue, is mixed at its asphalt plants, as Vulcan's is read; no count by product line.
Highway, Street, and Bridge Construction30%By description (c): the filing describes paving and construction contracting services and a construction season at whose peak it employed nearly 6,900; no count by segment.

What the filing says about the workforce: Year-end 5,298, all in the United States; at the peak of the 2025 construction season nearly 6,900; the year-end count is the headcount with the seasonal count noted.

Companies read with the same leading pattern

Other companies whose largest staffing pattern is also Nonmetallic Mineral Mining and Quarrying, largest first, each read from its own annual report. Within reach now and at the end of 2028, long-run pace, four in five.

What the filing says about AI

5 sentences in the filing name AI. The filing says it is starting to introduce AI tools to its technology users and may adopt generative AI for specific use cases, and names vendors' undisclosed use of generative AI among its risks.

Its annual reports, year by year

Sentences naming AI in each annual report, counted by one rule, beside the median report in the Index that year. Each count links its filing. Every company, by year and sector

Headcount by filing year

As reported in each year's annual report, with the filing. A year marked not read had no figure the reading could take from the report's text.

PeriodEmployeesFiledFiling
2025-12-315,2982026-02-2010-K
2024-12-314,7612025-02-2110-K
2023-12-314,3892024-02-2710-K

Limits of this reading

Source: the company's annual report on EDGAR, accession 0001955520-26-000003, the filing. Read by Claude Fable 5.1 under rubric version 1, by the method. A company can write to info@stratussc.com to have its reading checked against its filing.

The report on Knife River Corporation, $29

This page as a document to keep, with what it does not show: the share within reach at every date on three paces and two reliabilities, a typical workforce of this shape at the stated headcount role by role and task by task (the industries' staffing, never the company's roster), where to start, what changes for the people and what they would learn, every sentence in the filing that names AI, the headcount by year, the companies read with the same leading pattern, the method and a citation line. To print or save as a PDF, open again in your browser for a year.

See the report, $29See the sample first: Walmart's report is free

Questions about this company

How much of Knife River Corporation's working time is within reach of AI?
An estimated 16% now and 24% by the end of 2028, on METR's long-run pace at four in five, from the workforce Knife River Corporation's own annual report describes and BLS staffing patterns for its industries, never from a roster. It is an estimate with a stated method. It is not a forecast of jobs lost or of savings, and it says nothing about what the company will do.
How many people does Knife River Corporation employ?
5,298 as of December 31, 2025, as its annual report for the period ending December 31, 2025 states. About 100% in the U.S.
What kinds of work make up Knife River Corporation's workforce?
Read from its annual report as a blend of 4 industry staffing patterns, the largest Nonmetallic Mineral Mining and Quarrying; by those patterns the work is about 24% desk work, 11% people work and 65% body work. Each share has a one-sentence reason on this page that can be checked against the filing.
What does Knife River Corporation's annual report say about AI?
5 sentences in the filing name AI. Its annual reports for fiscal 2023 to 2025 name it in 8, 5 and 5 sentences, year by year. They are counted and quoted on this page, never judged: a count says how much a filing talks about AI, not what the company does with it.
How is this estimated?
Claude Fable 5.1 read the annual report under the Index's written rubric (version 1) on October 20, 2026: the stated headcount, the share in the U.S. when stated, and the workforce as a blend of industry staffing patterns. The estimates are the site's industry estimates weighted by those shares, from O*NET tasks with estimated lengths and METR's measurements of how long a task AI models can finish. A company can write to info@stratussc.com to have its reading checked against its filing.
Embed these figures on your site

A small card with the share of working time within reach now and at the end of 2027, 2028 and 2030, the date and a link back. Free under CC BY 4.0; the card carries the credit.

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