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// Whitepaper

Trustworthy Data in IT Asset Management: A Guide for Decision Makers

Download our whitepaper to learn how to create a reliable IT asset data foundation across on-premises, cloud, SaaS, and hybrid environments. Discover how complete, normalized, and accessible data helps ITAM, security, procurement, IT operations, finance, and other stakeholders make better decisions from a shared view of the technology estate. 
// Discover to Manage

Why trustworthy IT asset data matters

of analytics professionals don’t completely trust the data used for decision-making
0 %
identify data quality as the leading challenge affecting data integrity.
0 %
is the average annual cost Gartner associates with poor data quality.
$ 0 million

When decision-makers can’t trust the underlying data, reporting becomes less reliable, risks are harder to assess, and opportunities for optimization may remain hidden.

// Your takeaways

What you will learn in this whitepaper

Learn how to transform fragmented asset records into trustworthy information that supports IT governance and business objectives.

Inside the whitepaper, you will find:

  • What trustworthy data means in the context of IT Asset Management
  • How raw data is transformed into information and actionable knowledge
  • A six-step approach to establishing and maintaining trustworthy data
  • Five requirements for reliable data normalization
  • Six measures for assessing IT asset data quality
  • How to manage stakeholder access and present relevant results
  • A practical Microsoft 365 optimization scenario
  • How automation and machine learning support continuous data quality
Trustworthy Data in IT Asset Management: A Guide for Decision Makers whitepaper
// Good to know

How does data become trusted knowledge?

The whitepaper uses a three-stage model to explain how raw asset data becomes valuable to decision-makers:

Data: Complete

Collect the relevant facts from across the IT environment, including physical, virtual, cloud, SaaS, user, and commercial sources.

Information: Accurate and available

Process, combine, and normalize the data so that it has a consistent structure and can be accessed by authorized stakeholders.

Knowledge: Understood and relevant

Present the information in the context each stakeholder needs, turning technical records into insights that support security, cost, compliance, and operational decisions.

Trustworthy data is therefore more than accurate inventory. It must also be understandable, relevant, and available to the people responsible for acting on it.
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// FAQ

Frequently asked questions

Teams often rely on different systems, update cycles, naming conventions, and data owners. Without integration and normalization, each source may provide a valid but incomplete view, leading stakeholders to calculate different asset counts, costs, risks, or priorities.
Start with the decisions stakeholders need to make. Security, finance, procurement, operations, and ITAM may require different information. Defining those questions first prevents teams from collecting large volumes of data that lack clear relevance or purpose.
Data consists of raw facts. Information is data that has been structured, validated, normalized, enriched, and presented clearly. Knowledge is created when stakeholders understand that information and apply it to a specific business or technology decision.
Yes. A shared foundation does not require every stakeholder to see every record. Role-based access, tailored dashboards, reporting, and governance can provide each team with the information it needs while protecting sensitive infrastructure and personal data.
IT environments continually change. Devices are replaced, users leave, applications are updated, subscriptions change, and new cloud services are adopted. Without continuous collection, validation, normalization, ownership, and maintenance, initially accurate records quickly become outdated.
It shows that meaningful optimization requires more than license records. Decisions depend on connecting subscriptions with users, devices, activity, entitlements, and costs so licenses can be adjusted without removing capabilities employees genuinely need.

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