{"id":240269,"date":"2026-03-16T12:45:13","date_gmt":"2026-03-16T16:45:13","guid":{"rendered":"https:\/\/ibkrcampus.com\/campus\/?p=240269"},"modified":"2026-03-17T04:45:58","modified_gmt":"2026-03-17T08:45:58","slug":"unlocking-hidden-value-how-corporate-language-reveals-the-future-of-intangible-investment","status":"publish","type":"post","link":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/quant-development\/unlocking-hidden-value-how-corporate-language-reveals-the-future-of-intangible-investment\/","title":{"rendered":"Unlocking Hidden Value: How Corporate Language Reveals the Future of Intangible Investment"},"content":{"rendered":"\n

The article “Unlocking Hidden Value: How Corporate Language Reveals the Future of Intangible Investment” was originally published on Alpha Architect<\/a> blog.<\/em><\/p>\n\n\n\n

Intangible assets\u2014things like brand reputation, proprietary knowledge, and organizational capabilities\u2014have become more valuable than physical factories and equipment with many studies estimating that intangibles now account for roughly one third to one half of corporate capital. However, measuring these assets remains one of finance\u2019s great challenges. Andrea Eisfeldt, Barney Hartman-Glaser, Edward Kim, and Ki Beom Lee, authors of the November 2025 study \u201cIntangible Intensity<\/a>,\u201d tackled this problem by using artificial intelligence to decode what companies are really telling us about their intangible investments.<\/p>\n\n\n\n

What the Researchers Examined<\/strong><\/p>\n\n\n\n

The research team developed a novel approach to measure intangible investment by analyzing the language companies use in their annual 10-K filings. Rather than relying solely on accounting data, which often obscures or incompletely captures intangible spending, they built a sophisticated text-processing framework that identifies when companies discuss investments in knowledge, customer relationships, and organizational capabilities.<\/p>\n\n\n\n

Their method combines modern AI tools with traditional transparency. They used a large language model to isolate relevant passages from regulatory filings, then employed advanced embedding techniques to identify patterns across roughly 10,000 frequently-used phrases. The result is an \u201cintangible intensity\u201d score that captures what proportion of a company\u2019s narrative focuses on intangible-related activities. Their data covered nearly the entire universe of public firms from 2002\u20132023.<\/p>\n\n\n\n

Critically, they broke this overall score into three distinct components: knowledge capital (R&D, innovation, technical expertise), customer capital (marketing, brand building, customer acquisition), and organization capital (internal processes, management systems, operational capabilities).<\/p>\n\n\n\n

Key Findings<\/strong><\/p>\n\n\n\n

The results reveal striking patterns about how companies invest and grow:<\/p>\n\n\n\n

High intangible intensity signals a distinct growth phase.<\/strong> Companies with elevated intangible intensity scores are smaller, younger, and deeply engaged in investment activities, with high R&D and SG&A intensity, substantial liquidity needs, and elevated labor costs\u2014but command significantly higher valuations. Their average Tobin\u2019s Q (a measure of market value relative to assets) reaches 3.15 compared to just 1.34 for low-intensity firms. These firms resemble classic high-growth firms that have yet to reach sustained profitability. These firms also rely more heavily on liquidity (measured as cash-to-assets) to support sustained \u201ccash burn.\u201d While valuation ratios indicate that market expectations of future free cash flows are high, profitability<\/a> (defined as the ratio of income before extraordinary items to book value of assets) exhibits the opposite relationship across quintiles\u2014consistent with high-intensity firms entering a high-growth, high-expenditure phase, moving from quintile 1 (the lowest) to quintile 5 (the highest), profitability deteriorated from 0.059% to \u20130.258%. This pattern reflects the asymmetry in accounting treatment: tangible investment is capitalized, while intangible investment is expensed, so book assets and earnings both understate the true scale of investment for high-intangible firms.<\/p>\n\n\n\n

Each type of intangible capital tells a different story.<\/strong> The three components map to economically distinct firm types.<\/p>\n\n\n\n