New research reveals that companies often “opinion shop” to shape their financial reality. Photo via rice.edu

Firms often have to estimate the “fair value” of their investments, meaning they have to declare what an asset is worth on the market. To avoid the potential for bias and manipulation, companies will use third-party services to provide an objective estimate of their assets’ fair value.

But nothing prevents a company from seeking multiple third-party estimates and choosing whichever one suits their purpose.

In a recent study, Shiva Sivaramakrishnan (Rice Business) and co-authors Minjae Koo (The Chinese University of Hong Kong) and Yuping Zhao (University of Houston) examine two motives for switching third-party evaluators: “opinion shopping” and “objective valuation.”

Firms that opinion shop are looking for a third-party source to make their investments look better on paper. For example, if Service A says an asset is worth $80 — and that means the company would have to take an accounting loss — the company might switch to Service B, which says the asset is worth $90. By using the higher estimate from Service B, the company avoids a loss.

Opinion shopping can be a dangerous practice, both on a macro level and for the specific firms that engage in it. Not only does it reduce the quality of fair value estimates for everyone, it means some company assets are potentially overvalued. And if those assets ever decline in value for real, the company will eventually take a loss.

Moreover, opinion shopping opens the door to managerial opportunism. If assets are valued more highly, managers are likely to receive credit and potentially use that perceived accomplishment to advance their careers.

There are reasons for companies to go the other way. In the hypothetical scenario above, our company might switch from Service B ($90) to Service A ($80) to receive a more accurate and objective estimate. The “objective valuation” motive helps companies meet regulatory requirements and ensure estimates reflect true market value. What’s more, the objective valuation motive helps curb managerial buccaneering.

The study looks at when and why life insurance companies will switch their third-party review service. The team finds that both motives — opinion shopping and objective valuation — are common. Sometimes companies want to better align their fair value estimates with what similar assets are trading for in the market. Other times, they want assets to look better on paper.

Of the two motives, opinion shopping is the more dominant, particularly when they are in conflict with each other. On the whole, evidence suggests that companies switch price sources strategically to inflate estimates and avoid losses, rather than to get more accurate estimates.

The study has implications for investors, regulators and researchers. “Opinion shopping” could be prevalent in non-financial industries, as well — especially public firms with capital market incentives. More disclosure around price sources could improve estimate reliability.

Future research could examine asset valuation practices and motives in other sectors such as banking, real estate and equity investments. Are some industries more prone to opinion shopping than others? What factors make opinion shopping or objective valuation more likely? Are there certain signals or patterns that indicate when a company is opinion shopping versus seeking objectivity?

Answers to these questions could help discern acceptable from unacceptable third-party source switching. And understanding if certain types of companies are more at risk could help regulators and auditors focus their efforts.

The bottom line:

Accurate accounting matters. While external sources are better for measuring the fair value of any given asset, companies can distort the very concept of fair value estimates by changing their source. More rigor, transparency and auditing around price sources could curb manipulation and improve estimate reliability.

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This article originally ran on Rice Business Wisdom and was based on research from Shiva Sivaramakrishnan, the Henry Gardiner Symonds Professor of Accounting at Rice Business.

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10+ can't-miss Houston business and innovation events for August

where to be

School is back in session this month, and a busy slate of Houston business and innovation events follows. This month brings demo days, loads of networking opportunities and a major health symposium. Here’s what not to miss and how to register. Please note: this article may be updated to add more events.

Aug. 4 — CEOs: Build With AI, Exit With a Premium

Join Blue People for this engaging presentation by David Lopez, founder of Summa, at the latest installment of Tech + Tequila Talk. Lopez will discuss AI moves that can multiply a company's value.

This event is Tuesday, Aug. 4, from 5-7 p.m. at the Ion. Register here.

Aug. 4 — SEIP Demo Day

The Rice Center for Engineering Leadership will showcase the groundbreaking projects developed by its Summer Engineering Innovation Program at the 2026 Demo Day. Attendees can meet the SEIP participants and partners and hear the teams' final presentations.

This event is Tuesday, Aug. 4, from 6-8 p.m. at the Ion. Register here.

Aug. 5 — Summer Venture Studio Preview Day

The Liu Idea Lab for Innovation and Entrepreneurship (Lilie) will present its inaugural Summer Venture Studio Preview Day this month. Hear from the student founders selected for Lilie's summer cohort, which features teams ranging from the healthcare and artificial intelligence to advanced manufacturing sectors.

This event is Wednesday, Aug. 5, from 4-6 p.m. at the Ion. Register here.

Aug. 11 — Mercury Fund Day at the Ion: How Legacy Software Giants Are Going AI-First

Don’t miss the latest installment of Mercury Fund Day at the Ion, previously known as Software Day. The recurring monthly event features office hours (by application), a keynote and networking opportunities. This month's topic will feature a working conversation with Senior Director of Growth at Twilio Mustafa Ali, Senior Director of Consumer Product at WhatsApp Zafir Khan, and Founder and CEO of utilITise Salim Gheewalla.

This event is Tuesday, Aug. 11, from 3:30-7 p.m. at the Ion. Register here.

Aug. 13 — Pints and Prototypes

TMC Innovation Lab will host its Pints & Prototypes networking event this month. Minneapolis-based Medtronic will support this month's event and has invited guest speakers to share their journey in the medtech scene.

This event is Thursday, Aug. 13, from 4-5:30 p.m. at TMC Innovation Factory. Find more information here.

Aug. 14 — Houston Methodist Cancer Symposium

The 14th Annual Houston Methodist Cancer Symposium will bring together Houston Methodist scientists and physicians from a broad spectrum of fields to discuss everything from innovative translational science to clinical updates. The symposium aims to provide education focused on improving patient care, research collaboration and leading medicine.

This event is Friday, Aug. 14, from 7:30 a.m.-4:45 p.m. at Houston Methodist Research Institute. Find more information and register here.

Aug. 14 — Hands-On Workshop: Build Your Own Reusable AI System

Impact Hub Houston and Social Media Breakfast of Houston will host this hands-on workshop on using Smart Card to create a repeatable process users can hand off to AI. Attendees should bring a laptop, an AI tool, and a task that AI could help with. The workshop will focus on working with ChatGPT, Claude or Gemini.

This event is Friday, Aug. 14, from 8:30-10:30 a.m. at the Ion. Register here.

Aug. 17-21 — Foundations of Cancer Therapeutics Crash Course

The Gulf Coast Consortia will host a virtual course focused on the commercialization aspects of moving cancer therapeutics toward the market. Presenters represent The University of Texas Medical Branch Galveston, the Greater Houston Partnership, TMC Innovation, the University of Houston, Texas Southern University and other major institutions.

This event begins Monday, Aug. 17, at 10 a.m. Register here.

Aug. 20 — Pickle Lab’s Two-Year Anniversary Celebration

Enjoy an evening of open-play pickleball, beats by a live DJ, giveaways and more at the second anniversary celebration of Pickle Lab in the Ion District. Enjoy a free beverage from Second Draught and food for purchase from the Crunchy’s for the Munchies food truck.

This event takes place Thursday, Aug. 20, from 6-9 p.m. at Pickle Lab at the Ion. Register here.

Aug. 20 — SBA Lender Matchmaking Event

Business owners can meet with multiple lenders in scheduled, one-on-one 15-minute sessions during this speed-dating style SBA event. SBA Houston District Office representatives will also be onsite to provide free business advising.

This event takes place Thursday, Aug. 20, from 8:30 a.m.–noon at SBDC Sam Houston State University – The Woodlands Center. Register here.

Aug. 27 — BiteLabs Digital Health and Innovation Summit

TMC Innovation and BiteLabs will host the Digital Health and Innovation Summit, which aims to connect clinicians, founders and investors. The event will include an AI in biotech panel, a healthcare AI ethics panel, a hiring in digital health panel, and pitches from BiteLabs USA HealthTech, AI, and Innovation Fellowship.

This event takes place Thursday, Aug. 27, from 10 a.m.–5 p.m. at TMC Innovation Factory. Register here.

Houston nonprofit wins Meta grant to study AI glasses for disabilities

Helping Houston

A grant from Meta will help Easter Seals Greater Houston determine whether wearable AI smart glasses improve accessibility for those with disabilities. The local nonprofit is one organization that received a share of $2 million that Meta allocated in late July.

"Meta is proud to select recipients, including the Easter Seals Greater Houston, based on demonstrated impact, scalability, and relevance to areas where hands-free technology can make the biggest difference," Meta executive Beth Murray said in a request for comment. "It was exciting to receive nearly 500 applications from organizations across the country, and now the real innovation begins here in Houston with the Easter Seals project to understand how different local communities can benefit from AI glasses."

Meta launched its AI Glasses Impact Grant program in January with the goal of delivering nearly $2 million in funds to organizations across the country to see how their Meta AI Glasses could improve people's lives. It selected over 30 recipients from more than 500 applicants.

Easter Seals is using the grant to help pay for its BridgingApps Program, "a community-centered pilot studying how three distinct populations — people with low vision, people with intellectual and developmental disabilities, and those with cognitive aging – can benefit from AI glasses," Meta says. Easter Seals is part of one of the oldest networks in America for disabilities, delivering disability support, veteran training, and other services. The Greater Houston branch was established in 1947.

Meta AI Glasses integrate AI personal assistance with wearable tech for a hands-free connective experience. While many people use their built-in cameras and social media access to create content, the Impact Grant promotes how the technology might assist people with disabilities as well as innovate in industrial and scientific fields.

Data storage and recall could aid people with memory loss, while interpretative AI facial recognition software may let neurodivergent and developmentally delayed people recognize social cues. The pilot program at Easter Seals will explore some of these possibilities.

Two other Texas organizations received grants. The University of North Texas will also explore disability assistance through Meta AI Glasses, in a school environment rather than in the general public space. Austin software company Embarcadero Technologies will use the glasses to build a remote training platform that can simultaneously mentor five junior workers at once.

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This article originally appeared on CultureMap.com.

Houston startup lands $10M to power up electrician staffing platform

money moves

Houston-based Buildforce, which provides a tech-enabled staff platform geared toward electricians and electrical contractors, has raised a $10 million Series A round led by Houston’s Saepio Capital.

Other investors in the round include Blue Heron Capital, Revolution’s Rise of the Rest Seed Fund, S3 Ventures and Chicago Ventures.

Buildforce says the funding will help fuel its national expansion and further development of its technology.

The startup, founded in 2019, connects electricians with electrical contractors for commercial and industrial construction projects. Buildforce’s mobile app helps electricians find and carry out work, and a web app helps electrical contractors find and manage electricians.

“This financing is a major milestone in furthering our mission to help people dedicated to a career in the construction trades lead more secure and fulfilling lives,” co-founder and CEO Moody Heard said in a news release.

Buildforce focuses solely on the electrical trade within the construction sector.

Nick Graziano, principal at Blue Heron, says the shortage of electricians is intensifying as demand for electricians accelerates, driven by data center construction, infrastructure development and energy transition initiatives.

The U.S. Bureau of Labor Statistics estimates the U.S. will need to hire about 80,000 new electricians per year through 2032 to catch up with demand. According to the National Electrical Contractors Association, the U.S. is grappling with a current shortage of 50,000 electricians.

A 2026 economic report from asset manager BlackRock says the electrical trade is expected to be the single fastest-growing employment category in the U.S. labor market over the next 10 years.

“Buildforce is capitalizing on a clear opportunity in America’s generational infrastructure buildout. We believe their mission to use technology to improve lives in the construction space will allow them to make a positive long-term impact on a large and important labor market,” added Jaan Bains, managing partner at Saepio Capital.