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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Houston startup debuts bio-based 'leather' fashion collection in Milan

sustainable fashion

Earlier this month, Houston-based Rheom Materials and India’s conscious design studio Econock unveiled a collaborative capsule collection that signaled more than just a product launch.

Hosted at Lineapelle—long considered the global epicenter of the world's premier leather supply chain—in the vaulted exhibition halls of Rho-Fiera Milano, the collection centered around Rheom’s 91 percent bio-based leather alternative, Shorai.

It was a bold move, one that shifted sustainability from a concept discussed in panel sessions to garments that buyers could touch and wear.

The collection featured a bomber-style jacket, an asymmetrical skirt and a suite of accessories—all fabricated from Shorai.

The standout piece, a sculptural jacket featuring a funnel neck and dual-zip closure, was designed for movement, challenging assumptions about performance limitations in bio-based materials. The design of the asymmetrical skirt was drawn from Indian armored warrior traditions, according to Rheom, with biodegradable corozo fasteners.

Built as a modular wardrobe rather than isolated pieces, the collection reflects a shared belief between Rheom and Econock in designing objects that adapt to daily life, according to the companies.

The collection was born out of a new partnership between Rheom and Econock, focused on bringing biobased materials to the market. According to Rheom, the partnership solves a problem that has stalled the adoption of many next-gen textiles: supply chain friction.

While Rheom focuses on engineering scalable bio-based materials, New Delhi-based Econock brings the complementary design and manufacturing ecosystem that integrates artisans, circular materials and production expertise to translate the innovative material into finished goods.

"This partnership removes one of the biggest barriers brands face when adopting next-generation materials,” Megan Beck, Rheom’s director of product, shared in a news release. “By reducing friction across the supply chain, Rheom can connect brands directly with manufacturers who already know how to work with Shorai, making the transition to more sustainable materials far more accessible.”

Sanyam Kapur, advisor of growth and impact at Econock, added: “Our partnership with Rheom Materials represents the benchmark of responsible design where next-gen materials meet craft, creativity, and real-world scalability.”

Rheom, formerly known as Bucha Bio, has developed Shorai, a sustainable leather alternative that can be used for apparel, accessories, car interiors and more; and Benree, an alternative to plastic without the carbon footprint. In 2025, Rheom was a finalist for Startup of the Year in the Houston Innovation Awards.

Shorai is already used by fashion lines like Wuxly and LuckyNelly, according to Rheom. The company scaled production of the sugar-based material last year and says it is now produced in rolls that brands can take to market with the right manufacturer.

Houston startup debuts leather alternative fashion collection in Milan

Houston clean energy co. secures $100M to deploy tech on global scale

Going Global

Houston-based Utility Global has raised $100 million in an ongoing Series D round to globally deploy its decarbonization technology at an industrial scale.

The round was led by Ara Partners and APG Asset, according to a news release. Utility plans to use the funding to expand manufacturing, grow its teams and support its commercial developments and partnerships.

“This financing marks a critical step in Utility’s transition from a proven technology to full-scale global commercial execution,” Parker Meeks, CEO and president of Utility Global, said in the release. “Industrial customers are no longer looking for pilots or promises; they need deployable solutions that work within existing assets and deliver true economic industrial decarbonization today that is operationally reliable and highly scalable. Utility’s technology produces both economic clean hydrogen and capture-ready CO2 streams, and this capital enables us to scale and deploy that impact globally with speed, discipline, and rigor.”

Utility Global's H2Gen technology produces low-cost, clean hydrogen from water and industrial off-gases without requiring electricity. It's designed to integrate into existing industrial infrastructure in hard-to-abate assets in the steel, refining, petrochemical, chemical, low-carbon fuels, and upstream oil and gas sectors.

“Utility is tackling one of the most difficult challenges in the energy transition: decarbonizing hard‑to‑abate industrial sectors,” Cory Steffek, partner at Ara Partners and Utility Global board chair, said in the release. “What sets Utility apart is its ability to compete head‑to‑head with conventional fossil‑based solutions on cost and reliability, even as it materially reduces emissions. With this new funding, Utility is well-positioned for its next chapter of commercial growth while maintaining the technical excellence and capital discipline that have defined its development to date.”

Utility Global reached several major milestones in 2025. After closing a $53 million Series C, the company agreed to develop at least one decarbonization facility at an ArcelorMittal steel plant in Brazil. It also signed a strategic partnership with California-based Kyocera International Inc. to scale global manufacturing of its H2Gen electrochemical cells.

The company also partnered with Maas Energy Works, another California company, to develop a commercial project integrating Maas’ dairy biogas systems with H2Gen to produce economical, clean hydrogen.

"These projects were never intended to stand alone. They anchor a deep and growing pipeline of commercial projects now in development globally across steel, refining, chemicals, biogas and other hard-to-abate sectors worldwide, Meeks shared in a 2025 year-in-review note. He added that 2026 would be a year of "focused acceleration to scale."

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This article originally appeared on EnergyCapitalHTX.com.