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Tuesday, May 12, 2026

Dispelling 5 myths and misconceptions about knowledge monetization


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Eugene Mymrin/Getty Photographs

We’re continually instructed knowledge is probably the most precious asset in our digital financial system. But within the worlds of accounting and insurance coverage, knowledge is not a proper asset on the books. It isn’t an object with tangible worth, comparable to a server or a constructing.

That standing feels uncommon as individuals and firms purchase and promote knowledge merchandise, and there is a hyper-reliance on data-driven capabilities, comparable to synthetic intelligence (AI) and superior analytics. Know-how and enterprise professionals should deal with knowledge as an indispensable and tangible asset of various worth, even when it is not on the books.

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“Why is it that an intangible asset like knowledge isn’t within the firm’s stability sheet — a press release of the belongings, liabilities, and capital of a enterprise at a selected time limit?” wrote Prashanth Southekal, managing principal of DBP-Institute in a publish at CFO.College.

Southekal stated that figuring out the honest market worth of information is a problem. Organizations “battle to place a greenback determine each on the price of knowledge administration within the knowledge lifecycle — from origination to consumption — and the advantages that knowledge brings to the group.” Different components embody unsure depreciation and compliance questions. 

As knowledge belongings are off the books, insurance coverage corporations do not take into account them “property” for which enterprises will be compensated, stated Doug Laney, innovation fellow at West Monroe, former Gartner analyst, and creator of Infonomics and Knowledge Juice.

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Valuing knowledge belongings as property has been introduced earlier than courts for many years, Laney defined in a current keynote tackle at Knowledge Summit in Boston. “The courts are confused,” he stated. “Some courts have guidelines that knowledge ought to be thought-about property, as a result of they’re represented by bubbles on an optical disk, different courts have stated that knowledge should not be acknowledged as property, as a result of electrons have negligible mass.”

The worth of information in accounting is predicated on guidelines formulated within the Thirties, when knowledge was saved on tangible items of paper. Insurers “usually are not going to acknowledge knowledge as a mass as a result of there may be nothing in regards to the worth of your knowledge on our stability sheets. Mainly, the keepers of what constitutes property and what constitutes an asset doubled down on their antiquated notions that knowledge is neither.”

With trendy organizations operating on knowledge — and drawing revenue from knowledge and dropping revenue if knowledge is destroyed or stolen — these perceptions may change. Laney stated corporations are even collateralizing knowledge belongings to again up monetary offers. 

“More and more, corporations which can be knowledge wealthy and money poor are discovering they’ll get loans for his or her knowledge belongings,” Laney stated. “An organization that we partnered with has a fund that may concern that mortgage and has a valuation mannequin that may set up the extent of collateral. They’ve know-how that may sit in your techniques and truly escrow the info each day right into a safe cloud setting.”

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Laney stated the power to achieve the complete potential from knowledge tends to be held again by a number of myths or misconceptions. Listed below are some onerous truths about knowledge monetization:

  • Knowledge monetization is not simply overtly promoting database data – Somewhat, it is an strategy that addresses how knowledge is managed, measured, and used to ship new sources of worth and income.  
  • Knowledge is not the “new oil” – In contrast to oil, which is a commodity merchandise that’s “consumed a drop at a time, knowledge may be very totally different, a non-rivalrous, non-depleting, and pro-generative asset — that means it may be used concurrently and repeatedly in a number of methods,” Laney stated.
  • Latent knowledge is a main candidate for monetization – Laney stated knowledge that appears outdated or spent should have worth.   
  • Knowledge monetization goes by totally different names – Organizations could check with the strategy as “knowledge enablement or knowledge commercialization or knowledge product improvement, no matter’s snug,” stated Laney. 
  • Exterior knowledge will be monetized – “You possibly can monetize knowledge that comes from exterior sources as nicely,” Laney stated. “We ought to be exterior knowledge to complement our personal and generate extra worth.”

The onus is now on professionals and managers who deal with and retailer knowledge to know the brand new dynamics knowledge monetization provides to their jobs. “It ought to be an ongoing or periodic course of,” Laney stated. 

“Managing and measuring knowledge belongings go collectively,” Laney stated. “They are saying you may’t handle what you may’t measure, and you’ll’t monetize what you are not managing. We’re all doing rather a lot with digital knowledge, however organizations usually are not measuring the affect of that. We’re not connecting the dots between the info that we use, and the outcomes — enhanced enterprise course of and efficiency. Simply as with every different asset that your group has.”

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Executives should advance knowledge monetization efforts, from working with the enterprise to producing and prioritizing concepts. Testing these concepts additionally must be a part of the method. Lastly, gross sales and advertising and marketing groups have to be instructed in regards to the worth of information belongings. Laney stated there are two flavors of information monetization, oblique and direct:

Oblique knowledge monetization:

  • Bettering course of efficiency or effectiveness
  • Lowering danger/bettering compliance
  • Growing new merchandise or markets
  • Constructing and solidifying associate relationships
  • Assetizing knowledge on the stability sheet by way of particular company constructions
  • Publishing branded indices to advertise knowledge merchandise/providers

Direct knowledge monetization:

  • Bartering/buying and selling with knowledge for non-cash industrial concerns
  • Enhancing services or products with knowledge
  • Licensing uncooked knowledge by brokers or knowledge markets
  • Promoting insights, evaluation, and experiences
  • Inverted knowledge monetization by way of referral/reseller preparations
  • Collateralizing knowledge to safe loans

For anybody who doubts the advantages of leveraging knowledge belongings, take a look at the valuations of data-driven corporations. “Corporations which have enterprise knowledge governance applications, chief knowledge analytics, and AI officers, superior AI and analytics applications are favored by two to 1 over the others,” Laney defined.

“And corporations which can be knowledge merchandise corporations, that make a dwelling promoting knowledge or licensing knowledge or knowledge derivatives of some form, have market-to-book values which can be 3 times increased. After all, they’re making extra worth from an asset that’s not on the books.”

Disclosure: I used to be a speaker at Knowledge Summit, an occasion talked about on this article.



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