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WHEN BUSINESS INFORMATION MUST SUPPORT IMPORTANT DECISIONS 

Your systems may produce accurate information. But does everyone agree on what it means?

Finance, Sales, and Operations can report different figures for the same business measureโ€”and each may be correct according to its own definitions.

When leadership must make an important decision, the challenge is knowing which information applies, what it really means, and who is accountable for its use.

A System of Information Management (SIM) provides an approach to managing business information across departments, systems, and time. It helps organizations establish clear definitions, understand how information connects, maintain its history, and determine how it may be used responsibly. 

Read the DACS Executive Brief See a Practical Business Example

THE MANAGEMENT GAP

The challenge isn’t always the information. It’s how the business understands and uses it. 

Most organizations operate multiple systems that collect, process, and report business information.

Each may work correctly. Yet the information can mean different things to different departments, particularly when definitions, business rules, or reporting periods differ. 

This creates familiar management problems: 

  • Departments spend time reconciling conflicting reports. 
  • Executives question which numbers are appropriate for an important decision. 
  • Financial and operational analyses depend on assumptions that are difficult to verify. 
  • AI applications may use information without fully reflecting the business conditions governing it. 
  • Earlier decisions become difficult to explain when definitions, policies, or personnel change.
SIM helps make those differences visible, understandable, and manageable before they become larger business problems. 

SYSTEMS OF RECORD

What happened?

Operational systems capture transactions, events, states, and business activity within the process they support.

DATA AND AI CAPABILITIES

What can we process, connect, infer, or deliver?

Platforms integrate, transform, model, observe, retrieve, generate, infer, recommend, and distribute information.

SIM

What does it mean, and may we rely on it for this use?

SIM governs the business meaning, identity, relationships, context, use boundaries, readiness, authority, and evidence needed for accountable information use.

SIM exists because information does not stop being governed when it leaves the system that first recorded it.

A SIMPLE EXAMPLE

A familiar example: What counts as an active customer? 

Suppose Sales, Finance, and Operations each report the number of active customers. 

Sales includes customers who recently placed orders. Finance counts customers with active billable accounts. Operations includes customers receiving ongoing services.

Each department may have a valid reason for using its definition. 

But when executives are evaluating customer growth, financial performance, or a major business investment, which definition should support that decision? 

SIM helps the organization establish: 

  • What each customer measure means. 
    Which customers and accounts are included or excluded. 
  • Which definition is appropriate for the business purpose. 
  • Who is responsible for maintaining and approving the applicable rules. 
  • Which definitions and conditions were in effect when the information was used.

SIM does not require every department to use one definition for every purpose. 

It makes the differences clear so leadership can understand which information is appropriate for the decision at hand. 

Four responsibilities for managing business information 

SIM brings together ten essential information-management responsibilities. For executives, these can be understood through four business concerns.

Meaning – Establish what the information represents.

Ensure that business measures have clear definitions, the correct customers or other business entities are identified, classifications are understood, and connections between information are justified.

This helps leadership understand what the numbers actually represent, rather than relying on assumptions.

Identity – Preserve what was true at the time.

Keep track of the business conditions, rules, definitions, and changes that affected the information.

An executive should be able to understand which definitions and conditions applied when a decision was made – even months or years later.

Context – Establish when information is appropriate for use.

Define the business requirements and checks needed before information supports a particular purpose. 

Information can be available and technically accurate without being appropriate for every decision. 

Permitted use – Make information available with clear accountability.

Ensure that information is provided for approved purposes, with identifiable responsibility, applicable conditions, and records of important evaluations and decisions.

Leadership should know who is accountable and be able to examine the basis on which information was used. 

Together, these responsibilities help turn disconnected information into a business asset that can be understood, managed, and used responsibly. 

WHAT SIM MANAGES

Ten responsibilities work together so information remains governable beyond storage and access.

The responsibilities remain distinct, but they are easier to understand as four connected management concerns.

DEFINE THE INFORMATION

Meaning, identity, classification, relationships

Meaning

Approved definitions, boundaries, equivalence rules, labels, and authority.

Identity

The business instance involved, the identifier or resolution rule, and the semantic grain.

Classification

Governed categories, domains, statuses, risks, and permitted uses.

Relationships

Allowed connections, orientation, evidence, constraints, and material traversal paths.

PRESERVE THE CONDITIONS

Context and continuity

Context

Source, rules, effective period, authority, conditions, and decision circumstances.

Continuity

Material change over time so the organization can reconstruct what was true when a decision was made.

Information changes. SIM preserves enough of that change to understand what was in force when the information was used.

ESTABLISH READINESS

Readiness and controls

Readiness

The state of information for a stated decision scope rather than a universal trust label.

Controls

Required evidence connected to testable criteria and the Gate governing movement or use.

Available information is not automatically ready information.

USE IT ACCOUNTABLY

Delivery and accountability

Delivery

Approved information made available within its permitted scope and conditions.

Accountability

Owners, authorities, control results, readiness decisions, exceptions, remediation, and evidence references.

Use is not complete until responsibility and the evidence behind it remain attributable.

A definition may be approved while identity is unresolved. Identity may be clear while a relationship path is unapproved. Technical lineage may be complete while the permitted use is not. SIM keeps those evidence dimensions connected to the use they are expected to support.

A MANAGEMENT ENVIRONMENT, NOT A REPLACEMENT PLATFORM

SIM builds on the systems you already own. 

Your organization has already invested in operational applications, data platforms, reporting systems, analytics, AI, and governance capabilities. 

SIM does not replace them. 

Operational systems record business activity. Analytics and AI help organizations interpret information, identify opportunities, and recommend or execute actions. 

SIM provides the broader information-management discipline needed to preserve business meaning, establish responsibilities, manage change, and clarify the conditions under which information may be used.

The goal is not another technology platform. It is more consistent and accountable use of the information your existing platforms already provide. 

How do SIM and DACS work together? 

SIM establishes how business information is defined, managed, maintained, and used across the organization. 

DACS – the Defensible Analytics Control Specification – addresses a more specific question: 

Can the organization demonstrate that the information supporting a particular important decision met the requirements for that use?

DACS defines testable requirements for examining the supporting information, applicable business conditions, required approvals, and recorded results. 

SIM provides the broader information-management environment. DACS provides the specific decision-evidence controls. 

DACS does not replace SIM, and neither guarantees that every business decision will be correct.

Making the rules for important decisions clear 

A major financial decision may depend on a particular revenue definition, customer classification, reporting period, and approval authority. 

Those requirements should not be left to undocumented assumptions or individual recollections. 

Within SIM, a Semantic Contract records the governing agreement about what information means, which rules apply, who is accountable, and how the information is intended to be used.

DACS can then test whether the supporting information and applicable requirements satisfy the conditions established for that particular decision. 

The agreement makes expectations explicit. The evaluation determines whether the required conditions have actually been satisfied. 

Technical reference: Explore Semantic Contracts

Knowing when information is ready for use 

Not all information is ready to support every business decision. 

Some information may be suitable for exploration but require further verification before supporting a financial commitment, customer action, or AI recommendation. 

supporting a financial commitment, customer action, or AI recommendation. 

SIM-ZONEs provide a way to organize information according to its applicable conditions and readiness for use. 

They help distinguish information that is available from information that has been sufficiently evaluated for a particular purpose. 

Technical reference: Explore SIM-ZONEsย 

Better information management begins with a business decision. 

Organizations do not need to redesign their entire information environment to begin examining these concerns.

Start with one important business decision.

Determine whether the information supporting it is clearly defined, appropriately understood, current for the intended purpose, and subject to identifiable responsibility.

Where consequential decisions are involved, DACS provides a structured way to evaluate the applicable requirements and preserve the supporting findings.

The DACS First Look begins with one day of review. Additional work proceeds only when justified, with a standard maximum of five business days. 

The purpose is to understand the organization’s current position before making broader commitments.

FROM GOVERNED INFORMATION TO EXPLICIT USE

Can your organization explain and stand behind the information driving its important decisions? 

The DACS Executive Brief explains why apparently reliable information can still leave significant questions about business decision accountability. 

It examines the financial, operational, and risk implications of those gaps and introduces a practical way for leadership to determine whether further evaluation is warranted. 

Explore Semantic Contracts Explore the DACS First Look

Additional resources for your teams 

Semantic Contracts

How an organization documents the definitions, responsibilities, and conditions governing information for a particular use.


SIM-ZONEs

How information is organized according to its applicable readiness and use conditions. 

Explore SIM-ZONEs >


DACS Operating Model 

How applicable requirements are evaluated, outcomes are recorded, and decision accountability is supported. 

Explore the DACS Operating Model >

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