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iHuman Inc. Announces First Quarter 2024 Unaudited Financial Results

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BEIJING, June 28, 2024 /PRNewswire/ — iHuman Inc. (NYSE: IH) (“iHuman” or the “Company”), a leading provider of tech-powered, intellectual development products in China, today announced its unaudited financial results for the first quarter ended March 31, 2024.

First Quarter 2024 Highlights

Revenues were RMB235.0 million (US$32.5 million), compared with RMB265.2 million in the same period last year.Gross profit was RMB168.1 million (US$23.3 million), compared with RMB185.6 million in the same period last year.Operating income was RMB17.5 million (US$2.4 million), compared with RMB56.7 million in the same period last year.Net income was RMB22.3 million (US$3.1 million), compared with RMB53.6 million in the same period last year.Average total MAUs[1] reached a record-high of 26.38 million, a year-over-year increase of 25.1%.

 

[1] “Average total MAUs” refers to the monthly average of the sum of the MAUs of each of the Company’s apps during a specific period, which is counted based on the number of unique mobile devices through which such app is accessed at least once in a given month, and duplicate access to different apps is not eliminated from the total MAUs calculation.

 

Dr. Peng Dai, Director and Chief Executive Officer of iHuman, commented, “We started 2024 on a positive note, as our team precisely and efficiently executed our product roadmap to ensure our continued leadership in capturing user engagement. Central to our industry-leading product offerings are our high-quality content and advanced technological capabilities. In the first quarter, we continued to drive meaningful enhancements to our portfolio by leveraging these two strengths. Specifically, we intensified efforts to enhance our AI technologies and deepened their integration into our products to provide more dynamic and personalized experiences for our users. In June, we launched a brand-new product, iHuman Smart Coder, a full-year course developed and designed by iHuman’s stellar team that was led by graduates from Tsinghua University. This course is designed to foster a scientific mindset and digital literacy for children by blending curated content with innovative, exploratory, interactive, and immersive activities. With a scientifically-structured curriculum benchmarked against accredited proficiency exams, the course aims to transform kids from coding novices to proficient problem solvers prepared for a digitalized future. It also offers kids comprehensive support through a three-tiered system: a chatbot for immediate queries, a real-time code debugging feature powered by our proprietary large language model, and personalized guidance from seasoned instructors. We are confident that this course will equip the young minds with the skills and confidence to navigate an ever-evolving futuristic world.

We have also enriched our existing products with more AI-enabled experiences. Within iHuman Magic Thinking, we introduced “Challenge”, a new AI-powered feature that focuses on number literacy. Leveraging advanced AI algorithms, the new feature dynamically adapts the difficulty of questions to users’ level, ensuring that young learners remain appropriately challenged. This facilitates effective practice while preventing kids from becoming excessively frustrated, thus maintaining their engagement and enthusiasm.

Beyond our domestic efforts, expanding our presence in international markets continues to be our strategic priority. Adhering to our product-driven strategy, we continued to drive market penetration by strengthening our product pipeline to meet the unique needs of international users. We recently expanded the Aha World brand with Aha Makeover, a customizable, DIY-fashion design app that offers young children a dynamic platform to unlock their creativity through personalized virtual styling experiences. Kids can choose from a diverse array of avatars, personalize their hairstyles, decorate their avatar with different accessories, and experiment with an extensive wardrobe for various occasions. Our cutting-edge AR technology then seamlessly integrates virtual and physical elements, offering kids an interactive experience where their creations come to life.

Furthermore, we are making more selected domestic products which we believe have cross-border appeal and audiences available beyond the Chinese mainland market. For example, we have recently rolled out bekids Library, the adapted version of iHuman Readers, a comprehensive leveled English reading app that we collaborate on with Oxford University Press. Now available in Macau and Taiwan, it offers a curated collection of more than 1,000 graded readers from Oxford University Press and caters to different proficiency levels and interests. bekids Library also allows kids to record and listen their independent reading, personalizing the reading experience for every child.

Moving forward, our focus remains on enhancing our core competencies and creating high-quality and popular products to promote the holistic development of young children.”

Ms. Vivien Weiwei Wang, Director and Chief Financial Officer of iHuman, added, “Throughout the first quarter, our steadfast commitment to product excellence continued to propel our business forward. Supported by high levels of user satisfaction and loyalty, our average total MAUs reached a record-high of 26.38 million, representing a year-over-year increase of 25.1%. Additionally, we recorded profitability for the ninth consecutive quarter. With ongoing profitability and healthy cash reserves, we have stepped up investments in several key strategic priorities. These include advancing AI research and development to elevate product value and user experience, expanding our product range to cater to a broader age demographic and increase total addressable market, and intensifying international marketing efforts to bolster our brand recognition globally. While these increased investments may temporarily impact our short-term profitability, we believe they are crucial for reinforcing our industry leadership, sustaining our long-term growth, and creating long-term value for our shareholders.”

First Quarter 2024 Unaudited Financial Results

Revenues

Revenues were RMB235.0 million (US$32.5 million), a decrease of 11.4% from RMB265.2 million in the same period last year, primarily reflecting the ongoing normalization from the exceptional performance in the same period last year, which was caused by a heightened demand driven by more indoor activities during the pandemic. 

Average total MAUs for the quarter reached a record-high of 26.38 million, an increase of 25.1% year-over-year from 21.09 million in the same period last year.

Cost of Revenues

Cost of revenues was RMB66.9 million (US$9.3 million), a decrease of 16.0% from RMB79.6 million in the same period last year, primarily due to decreased channel costs.

Gross Profit and Gross Margin

Gross profit was RMB168.1 million (US$23.3 million), compared with RMB185.6 million in the same period last year. Gross margin was 71.5%, compared with 70.0% in the same period last year.

Operating Expenses

Total operating expenses were RMB150.6 million (US$20.9 million), an increase of 16.9% from RMB128.8 million in the same period last year.

Research and development expenses were RMB67.9 million (US$9.4 million), an increase of 10.1% year-over-year from RMB61.7 million in the same period last year, primarily due to increased payroll related expenses.  

Sales and marketing expenses were RMB55.0 million (US$7.6 million), an increase of 36.0% from RMB40.4 million in the same period last year, primarily due to increased strategic spending on promotional activities, brand enhancement, and overseas expansion.

General and administrative expenses were RMB27.7 million (US$3.8 million), compared with RMB26.7 million in the same period last year.

Operating Income

Operating income was RMB17.5 million (US$2.4 million), compared with RMB56.7 million in the same period last year.

Net Income

Net income was RMB22.3 million (US$3.1 million), compared with RMB53.6 million in the same period last year.

Basic and diluted net income per ADS were RMB0.42 (US$0.06) and RMB0.41 (US$0.06), respectively, compared with RMB1.01 and RMB0.98 in the same period last year. Each ADS represents five Class A ordinary shares of the Company.

Deferred Revenue and Customer Advances

Deferred revenue and customer advances were RMB313.8 million (US$43.5 million) as of March 31, 2024, compared with RMB318.6 million as of December 31, 2023.

Cash, Cash Equivalents and Time Deposits

Cash, cash equivalents and time deposits were RMB1,131.3 million (US$156.7 million) as of March 31, 2024, compared with RMB1,213.8 million as of December 31, 2023. The decrease was primarily due to the payment of annual bonuses to employees in the first quarter.

Exchange Rate Information

The U.S. dollar (US$) amounts disclosed in this press release, except for those transaction amounts that were actually settled in U.S. dollars, are presented solely for the convenience of the reader. The conversion of Renminbi (RMB) into US$ in this press release is based on the exchange rate set forth in the H.10 statistical release of the Board of Governors of the Federal Reserve System as of March 29, 2024, which was RMB7.2203 to US$1.00. The percentages stated in this press release are calculated based on the RMB amounts.

Non-GAAP Financial Measures

iHuman considers and uses non-GAAP financial measures, such as adjusted operating income, adjusted net income and adjusted diluted net income per ADS, as supplemental metrics in reviewing and assessing its operating performance and formulating its business plan. The presentation of non-GAAP financial measures is not intended to be considered in isolation or as a substitute for the financial information prepared and presented in accordance with accounting principles generally accepted in the United States of America (“U.S. GAAP”). iHuman defines adjusted operating income, adjusted net income and adjusted diluted net income per ADS as operating income, net income and diluted net income per ADS excluding share-based compensation expenses, respectively. Adjusted operating income, adjusted net income and adjusted diluted net income per ADS enable iHuman’s management to assess its operating results without considering the impact of share-based compensation expenses, which are non-cash charges. iHuman believes that these non-GAAP financial measures provide useful information to investors in understanding and evaluating the Company’s current operating performance and prospects in the same manner as management does, if they so choose.

Non-GAAP financial measures are not defined under U.S. GAAP and are not presented in accordance with U.S. GAAP. Non-GAAP financial measures have limitations as analytical tools, which possibly do not reflect all items of expense that affect our operations. Share-based compensation expenses have been and may continue to be incurred in our business and are not reflected in the presentation of the non-GAAP financial measures. In addition, the non-GAAP financial measures iHuman uses may differ from the non-GAAP measures used by other companies, including peer companies, and therefore their comparability may be limited. The presentation of these non-GAAP financial measures is not intended to be considered in isolation from or as a substitute for the financial information prepared and presented in accordance with GAAP.

Safe Harbor Statement

This announcement contains forward-looking statements. These statements are made under the “safe harbor” provisions of the United States Private Securities Litigation Reform Act of 1995. These forward-looking statements can be identified by terminology such as “will,” “expects,” “anticipates,” “future,” “intends,” “plans,” “believes,” “estimates”  and similar statements. Statements that are not historical facts, including statements about iHuman’s beliefs and expectations, are forward-looking statements. Among other things, the description of the management’s quotations in this announcement contains forward-looking statements. iHuman may also make written or oral forward-looking statements in its periodic reports to the U.S. Securities and Exchange Commission (the “SEC”), in its annual report to shareholders, in press releases and other written materials, and in oral statements made by its officers, directors or employees to third parties. Forward-looking statements involve inherent risks and uncertainties. A number of factors could cause actual results to differ materially from those contained in any forward-looking statement, including but not limited to the following: iHuman’s growth strategies; its future business development, financial condition and results of operations; its ability to continue to attract and retain users, convert non-paying users into paying users and increase the spending of paying users, the trends in, and size of, the market in which iHuman operates; its expectations regarding demand for, and market acceptance of, its products and services; its expectations regarding its relationships with business partners; general economic and business conditions; regulatory environment; and assumptions underlying or related to any of the foregoing. Further information regarding these and other risks is included in iHuman’s filings with the SEC. All information provided in this press release is as of the date of this press release, and iHuman does not undertake any obligation to update any forward-looking statement, except as required under applicable law.

About iHuman Inc.

iHuman Inc. is a leading provider of tech-powered, intellectual development products in China that is committed to making the child-upbringing experience easier for parents and transforming intellectual development into a fun journey for children. Benefiting from a deep legacy that combines over two decades of experience in the parenthood industry, superior original content, advanced high-tech innovation DNA and research & development capabilities with cutting-edge technologies, iHuman empowers parents with tools to make the child-upbringing experience more efficient. iHuman’s unique, fun and interactive product offerings stimulate children’s natural curiosity and exploration. The Company’s comprehensive suite of innovative and high-quality products include self-directed apps, interactive content and smart devices that cover a broad variety of areas to develop children’s abilities in speaking, critical thinking, independent reading and creativity, and foster their natural interest in traditional Chinese culture. Leveraging advanced technological capabilities, including 3D engines, AI/AR functionality, and big data analysis on children’s behavior & psychology, iHuman believes it will continue to provide superior experience that is efficient and relieving for parents, and effective and fun for children, in China and all over the world, through its integrated suite of tech-powered, intellectual development products.

For more information about iHuman, please visit https://ir.ihuman.com/. 

For investor and media enquiries, please contact:

iHuman Inc.
Mr. Justin Zhang
Investor Relations Director
Phone: +86 10 5780-6606
E-mail: ir@ihuman.com 

Christensen
In China
Ms. Alice Li
Phone: +86-10-5900-1548
E-mail: alice.li@christensencomms.com  

In the US
Ms. Linda Bergkamp
Phone: +1-480-614-3004
E-mail: linda.bergkamp@christensencomms.com  

 

iHuman Inc.

UNAUDITED CONDENSED CONSOLIDATED BALANCE SHEETS

(Amounts in thousands of Renminbi (“RMB”) and U.S. dollars (“US$”)

except for number of shares, ADSs, per share and per ADS data)

December 31,

March 31,

March 31,

2023

2024

2024

RMB

RMB

US$

ASSETS

Current assets

Cash and cash equivalents 

1,213,767

890,805

123,375

Time deposits

–

240,521

33,312

Accounts receivable, net

60,832

68,068

9,427

Inventories, net

16,518

17,247

2,389

Amounts due from related parties

1,810

2,850

395

Prepayments and other current assets

89,511

93,567

12,959

Total current assets

1,382,438

1,313,058

181,857

Non-current assets

Property and equipment, net

6,169

5,504

762

Intangible assets, net

23,245

22,080

3,058

Operating lease right-of-use assets

3,648

3,235

448

Long-term investment

26,333

26,333

3,647

Other non-current assets

8,662

8,286

1,146

Total non-current assets

68,057

65,438

9,061

Total assets

1,450,495

1,378,496

190,918

LIABILITIES

Current liabilities

Accounts payable

22,139

21,556

2,985

Deferred revenue and customer advances

318,587

313,790

43,459

Amounts due to related parties

4,428

22,710

3,145

Accrued expenses and other current liabilities

143,677

94,054

13,026

Dividend payable

–

37,525

5,197

Current operating lease liabilities

1,927

1,823

252

Total current liabilities

490,758

491,458

68,064

Non-current liabilities

Non-current operating lease liabilities

1,933

1,495

207

Total non-current liabilities

1,933

1,495

207

Total liabilities

492,691

492,953

68,271

SHAREHOLDERS’ EQUITY

Ordinary shares (par value of US$0.0001 per share,
    700,000,000 Class A shares authorized as of
    December 31, 2023 and March 31, 2024; 125,122,382
    Class A shares issued and
119,704,787 outstanding as
    of December 31, 2023; 125,122,382 Class A shares
    issued and 119,284,712 outstanding as of March 31,
    2024;  200,000,000 Class B shares authorized,
    144,000,000 Class B ordinary shares issued and
    outstanding as of December 31, 2023 and March 31,
    2024; 100,000,000 shares (undesignated) authorized,
    nil shares (undesignated) issued and outstanding as of
    December 31, 2023 and March 31, 2024)

185

185

26

Additional paid-in capital

1,088,628

994,532

137,741

Treasury stock

(16,665)

(17,922)

(2,482)

Statutory reserves

8,164

8,164

1,131

Accumulated other comprehensive income

17,955

18,745

2,596

Accumulated deficit

(140,463)

(118,161)

(16,365)

Total shareholders’ equity

957,804

885,543

122,647

Total liabilities and shareholders’ equity

1,450,495

1,378,496

190,918

 

iHuman Inc.

UNAUDITED CONDENSED CONSOLIDATED STATEMENTS OF OPERATIONS

(Amounts in thousands of Renminbi (“RMB”) and U.S. dollars (“US$”)
except for number of shares, ADSs, per share and per ADS data)

For the three months ended

March 31,

March 31,

March 31,

2023

2024

2024

RMB

RMB

US$

Revenues

265,203

235,003

32,548

Cost of revenues

(79,636)

(66,892)

(9,264)

Gross profit

185,567

168,111

23,284

Operating expenses

Research and development expenses

(61,673)

(67,923)

(9,407)

Sales and marketing expenses

(40,435)

(54,995)

(7,617)

General and administrative expenses

(26,735)

(27,724)

(3,840)

Total operating expenses

(128,843)

(150,642)

(20,864)

Operating income

56,724

17,469

2,420

Other income, net

6,082

9,010

1,248

Income before income taxes

62,806

26,479

3,668

Income tax expenses

(9,160)

(4,177)

(579)

Net income

53,646

22,302

3,089

Net income per ADS:

   – Basic

1.01

0.42

0.06

   – Diluted

0.98

0.41

0.06

Weighted average number of ADSs:

   – Basic

52,953,297

52,729,148

52,729,148

   – Diluted

54,763,570

54,691,599

54,691,599

Total share-based compensation expenses included in:

Cost of revenues

98

40

6

Research and development expenses

638

457

63

Sales and marketing expenses

379

46

6

General and administrative expenses

1,292

301

42

 

iHuman Inc.

UNAUDITED RECONCILIATION OF GAAP AND NON-GAAP RESULTS

 (Amounts in thousands of Renminbi (“RMB”) and U.S. dollars (“US$”)
except for number of shares, ADSs, per share and per ADS data)

For the three months ended

March 31,

March 31,

March 31,

2023

2024

2024

RMB

RMB

US$

Operating income

56,724

17,469

2,420

Share-based compensation expenses

2,407

844

117

Adjusted operating income

59,131

18,313

2,537

Net income

53,646

22,302

3,089

Share-based compensation expenses

2,407

844

117

Adjusted net income

56,053

23,146

3,206

Diluted net income per ADS

0.98

0.41

0.06

Impact of non-GAAP adjustments

0.04

0.01

0.00

Adjusted diluted net income per ADS

1.02

0.42

0.06

Weighted average number of ADSs – diluted

54,763,570

54,691,599

54,691,599

Weighted average number of ADSs – adjusted

54,763,570

54,691,599

54,691,599

 

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SOURCE iHuman Inc.

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Raytron Industrial Launches TN660 and TN463 Thermal Cameras for Dynamic Testing and Continuous Condition Monitoring

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YANTAI, China, Oct. 22, 2026 /PRNewswire/ — Raytron Industrial today announced the launch of two new products: the TN660 High Frame Rate Fixed-Mount Thermal Camera and the TN463 Fixed-Mount Thermal Camera. Both offer 640 × 512 imaging with synchronized image and temperature data. The TN660 delivers full-frame 120 Hz acquisition for moving targets and transient thermal processes, while the TN463 provides 60 Hz imaging for routine inline inspection and continuous equipment monitoring.

Full-Resolution Imaging for Different Process Speeds

Featuring a 12 μm uncooled VOx detector, the TN660 achieves 120 Hz at its native resolution without windowing, preserving spatial detail and scene coverage. Frames are approximately 8.33 ms apart, helping engineers examine rapid heating, cooling, and short-duration thermal events in research, industrial automation, and transportation applications.

The TN463 uses the same detector resolution and pixel pitch. Its 60 Hz output supports routine production cycles and long-term temperature trend analysis. To accommodate different installation requirements, the TN463 offers 6.9 mm, 9.1 mm, 19 mm, and 25 mm lenses, while the TN660 is available with 9.1 mm and 25 mm lenses.

From Event-Triggered Capture to Synchronized Analysis

Both cameras support hardware and software triggering to coordinate acquisition with equipment actions. An external signal through the I/O (input/output) interface can initiate capture at a defined process stage. For example, a heat-press start signal can trigger the TN660 to record the thermal sequence, reducing unnecessary recording and review work.

Synchronized output pairs temperature readings with corresponding thermal images. Raytron Industrial’s TI Studio software supports simultaneous preview and analysis of up to four cameras, with temperature and temperature-rise alarms to flag abnormal conditions. Engineers can review recordings, examine and export historical temperature curves, and generate reports, linking equipment events with thermal data for further analysis.

Temperature Measurement and System Integration

Both models measure temperatures from −20°C to 150°C and 100°C to 650°C, with an accuracy of ±2°C or ±2% of the reading, whichever is greater. Ethernet and USB connectivity support data acquisition, while compatibility with industrial protocols such as Modbus TCP allows temperature data to be incorporated into existing control and monitoring systems.

With a choice of 60 Hz and 120 Hz imaging, the TN463 and TN660 allow users to match thermal acquisition to their process requirements, from continuous equipment monitoring to dynamic testing.

For Further Information

Email: sales@raythink-tech.com
Website: https://www.raythink-tech.com/

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4SiGHT Supply Chain Group Welcomes Joanne Strong as Senior Vice President, Delivery Excellence and Innovation

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Industry-recognized WMS leader and AI-driven delivery innovator joins 4SiGHT to lead delivery as one of North America’s largest dedicated Manhattan Active® implementation partners accelerates its growth

WAYNE, N.J., Oct. 22, 2026 /PRNewswire-PRWeb/ — 4SiGHT Supply Chain Group, one of North America’s largest dedicated Manhattan Associates implementation partners, today announced the appointment of Joanne Strong as Senior Vice President of Delivery Excellence and Innovation. Strong joins the executive leadership team and will lead all client delivery across the firm.

4SiGHT has built something rare in its 18 years of operations: deep Manhattan expertise, exceptional talent, industry reputation, singular focus on Manhattan Associates, and a culture that puts client success at the center of everything it does.

The appointment comes during a year of rapid growth for 4SiGHT. Now in its 18th year, the firm has grown to more than 70 full-time associates in 2026 and continues to add Manhattan Active® talent across its warehouse, labor, transportation, and organizational change management practices. Strong’s newly created role is dedicated to ensuring that this growth is matched by an uncompromising standard of quality across every engagement.

“Delivery is our product. Every go-live, every client reference, and every renewal comes down to how well we execute,” said Frank Camean, President and CEO of 4SiGHT. “As 4SiGHT scales, we made a deliberate decision to put a senior executive in charge of one thing: the quality, consistency, and continuous improvement of how we deliver for our clients. Joanne has built and led delivery organizations at real scale, she knows the Manhattan Associates platform from the inside, and she has a proven record of innovation to make implementations faster and more predictable. Joanne is exactly the leader our clients deserve as we enter our next chapter. We are all honored and excited to have her join the team and can’t wait to see what the future brings.”

Strong brings more than a decade of experience with Manhattan Associates and enterprise warehouse management. She most recently served as WMS Practice Lead, directing a multimillion-dollar WMS practice that delivered supply chain transformation programs for Fortune 500 companies in retail, consumer products, and life sciences.

A recognized voice in the supply chain industry, Strong delivered keynote addresses at the 2025 Stratify Executive Forum and at Parcel Forum 2026, has been a featured panelist at MODEX, and has appeared on The New Warehouse and Bloomberg’s Talking Transports podcasts. She holds a B.B.A. in Management Information Systems from the University of Georgia’s Terry College of Business.

“4SiGHT has built something rare in its 18 years of operations: deep Manhattan expertise, exceptional talent, industry reputation, singular focus on Manhattan Associates, and a culture that puts client success at the center of everything it does,” said Strong. “The depth of Manhattan knowledge and real-world implementation experience across the organization is truly unique in the industry. My focus is on elevating an already outstanding client experience by combining that expertise with proven delivery practices, innovative methodologies, implementation accelerators, AI-enabled tools and capabilities. We have an incredible opportunity to help clients achieve faster outcomes, greater confidence in execution, and long-term business value. I’m honored to join the team at such a pivotal moment in its growth and excited for what we will accomplish together.”

About 4SiGHT Supply Chain Group

4SiGHT specializes in supply chain software implementations, with a primary focus on the Manhattan Associates product suite of applications. Our seasoned professionals average more than 19 years of experience helping companies across all industries solve their distribution, fulfillment, and transportation challenges. Together with our strategic partners, our collective team includes more than 100 associates. No other firm in North America brings this depth of Manhattan Active® expertise, and we look forward to expanding our team with additional talent in the months ahead. As a testament to the value our clients place on our expertise, experience, and integrity, 4SiGHT has received multiple industry awards. For more information, please visit 4sight.com or email us at in4mation@4sight.com.

Media Contact

Jenae Cahanes, 4SiGHT Supply Chain Group, 1 9734350025, jenae.cahanes@4sight.com, 4sight.com

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UL Research Institutes Releases New Report Defining Roadmap for Next-Generation Wildfire Risk Intelligence

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New findings identify critical gaps and opportunities in wildfire risk modeling to strengthen community protection

COLUMBIA, Md., Oct. 22, 2026 /PRNewswire/ — As destructive wildfires increasingly threaten communities across the globe, a new report from UL Research Institutes’ Fire Safety Research Institute examines the strengths and limitations of current wildfire risk models and provides a roadmap for more comprehensive wildfire risk intelligence.

“Wildfire Risk Modeling Evaluation Findings and Community Perspectives” details findings from the 2026 Wildfire Risk Modeling Exercise, a first-of-its-kind collaborative effort that evaluated a diverse set of wildfire risk models using common scenarios and datasets. The exercise included approximately 20 organizations across academia, government, national laboratories, nonprofits, and the private sector.

For fire service leaders, emergency managers, and public safety officials, the report provides a practical framework for evaluating which modeling capabilities are best suited to specific community needs and decisions. Applied effectively, these tools can help practitioners identify where risk is greatest, prioritize mitigation investments, strengthen evacuation and preparedness planning, and make more informed decisions before, during, and after a wildfire.

“The Wildfire Risk Modeling Exercise was a convergent test and evaluation of the diverse models available to characterize wildfire risk today. These results revealed broader insights about the state of the science, prioritized gaps, and the investments needed to advance wildfire risk intelligence,” said Rebecca Harned, principal research scientist for Fire Safety Research Institute and the report’s lead author. “The findings provide a critical foundation for shaping the next decade of research, innovation, and operational capability. This report also serves as an important resource for local and state fire service and public safety agencies, providing an evidence-based framework for selecting wildfire risk modeling capabilities and applying them effectively to assess and manage community risk.”

Key Findings From the Wildfire Risk Modeling Exercise

The results from the exercise demonstrate that no single model can capture the full complexity of wildfire risk, nor should one be expected to. Instead, the report identifies an opportunity to build a new generation of wildfire risk intelligence by connecting complementary models, datasets, and scientific approaches. Doing so can help close critical gaps between modeling wildfire hazard and understanding what ultimately matters to communities — which people, property, and assets are at risk, why they are vulnerable, what the consequences could be, and which actions can most effectively reduce those risks.

To realize that vision, the report recommends building an interoperable modeling ecosystem spanning the full wildfire risk assessment pathway, from ignition and landscape fire spread through structure exposure, community impacts, and economic consequences. It also calls for stronger shared core data and standards, improved transparency and explainability, expanded decision-support tools, and greater use of ensemble modeling. Together, these advances could transform wildfire modeling from a collection of specialized capabilities into an integrated risk intelligence framework that better supports decisions before, during, and after wildfire events.

About the Fire Safety Research Institute

UL Research Institutes’ Fire Safety Research Institute advances fire science and fire safety knowledge to reduce risk, save lives, and protect property. We conduct rigorous research, outreach, and education in collaboration with the fire service, fire safety professionals, policymakers, communities, and an international network of partners. Together, we develop tools, resources, and strategies that improve fire safety outcomes worldwide. To learn more, visit fsri.org. Follow Fire Safety Research Institute on Instagram, Facebook, and LinkedIn.

About UL Research Institutes

UL Research Institutes is a nonprofit research organization dedicated to advancing public safety through scientific discovery. Since 1894, our research has advanced our mission toward a safer, more secure, and sustainable future. Focused on global risks from fire mitigation and air quality to safe energy storage and digital privacy, we conduct rigorous independent research, analyze safety data, and partner with experts to uncover and act on existing and emerging risks to human safety. Discover more at UL.org.

About the Exercise

The 2026 Wildfire Risk Modeling Exercise was designed as an open, collaborative and non-competitive effort. Each model submission was evaluated by multiple reviewers through two complementary evaluation streams: science and technical evaluation and user and practitioner evaluation. Participating organizations applied their models to standardized scenarios representing wildland, wildland-urban interface, and urban environments, with results evaluated by scientific experts and operational practitioners. The exercise was designed not to rank models, but to identify their strengths, limitations, and opportunities for integration.

For more information and to read the full report, visit FSRI.org.

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SOURCE UL Research Institutes

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