Mapping Financial Data to Resource Cost Pools
Mapping financial data to TBM Cost Pools and Sub-Pools is a foundational step in building or expanding a TBM model. It enables accurate reporting, cost allocation, service costing, and prepares your model for showback or chargeback. Without well-documented mappings, the model cannot support business decisions or investment planning.
This page offers a step-by-step guide to map your organization’s Chart of Accounts (CoA) and General Ledger (GL) data to the TBM Cost Pool layer. It includes practical examples, public sector guidance, and can be executed using either TBM tools or spreadsheets. Visit the Use Cases page to explore what this mapping unlocks.
Key Concepts
Before initiating the mapping process, it’s important to understand the foundational elements involved in TBM cost modeling.
Chart of Accounts (CoA)
This is a structured list of all accounts used by an organization to classify financial transactions. Each account typically includes a unique identifier (account code), a name, and a description. The CoA categorizes expenses by type and is the primary reference point for identifying IT-relevant spend. For access and interpretation, contact your Corporate Finance or Accounting team or your ERP system administrator (e.g., Oracle, SAP).
General Ledger (GL)
The GL is the complete record of all financial transactions of an organization, and it uses the CoA to assign transactions to the appropriate accounts. Mapping to TBM begins with extracting and reviewing this data. This data is typically stored in your financial management system and managed by your Corporate Finance or Accounting team.
TBM Taxonomy
The TBM Taxonomy standardizes the way technology costs are classified and reported. The taxonomy includes several layers, including Cost Pools, Towers, and Solutions. This page focuses specifically on the Cost Pool layer. To access the taxonomy, refer to the official TBM Taxonomy v5.0 documentation.
Cost Pools and Sub-Pools
Cost Pools are broad functional categories of IT spend (e.g., Staffing, Hardware, Software, Outside Services). Each Cost Pool contains multiple Sub-Pools that provide more granular classification. For example, the Staffing Cost Pool includes Sub-Pools such as Internal Labor, Internal Labor Capital, Staff Augmentation, Staff Augmentation Capital, and Other Operating. Mapping is done at the Sub-Pool level to ensure precision. Reference the Taxonomy definitions to understand the scope of each Sub-Pool.
Federal Object Classes
In the U.S. federal government, a common Chart of Accounts is not used. Instead, agencies use Object Classes to categorize expenditures. These standardized codes define how spending is tracked and reported across agencies. Definitions for Object Classes are provided in the Office of Management and Budget (OMB) Circular A-11. Federal TBM practitioners should consult their budget or finance teams to obtain the Object Class coding structures used within their agency.
Mapping
Mapping is the process of aligning financial data (from GL and CoA) to the appropriate TBM Sub-Pools. This requires interpretation of account codes and descriptions, knowledge of how costs are used within the organization, and review of supporting documentation such as capitalization policies. Collaborate with IT Finance, Accounting, and your TBM Administrator for input.
Who Should Be Involved in Mapping
Your TBM team should lead the Cost Pool mapping process, as they own the model’s accuracy, execution, and stakeholder alignment. Key roles include the TBM Administrator, who handles the technical work of applying and refining mappings, and the TBM Manager, who ensures strategic alignment. See the Roles and Responsibilities page for details.
Supporting contributors may include:
- IT Finance Analysts – Offer insights into IT financial structures and allocation logic.
- Corporate Finance or Accounting – Provide CoA expertise, capitalization policies, and expense treatment history.
- System Owners or BI Developers – Help with data access and automation.
In some organizations, these roles may reside outside the TBM team. Their input ensures mappings reflect both financial logic and operational reality.
Preparing for Mapping
Before assigning any mappings, gather the following resources:
- A complete list of your Chart of Accounts or General Ledger entries
- Account descriptions, usage patterns, and categorizations (e.g., CapEx/OpEx)
- The latest TBM Taxonomy with Sub-Pool definitions
- Any internal documentation on financial policies or accounting codes
- A list of known IT cost centers, departments, or functions
Review all TBM Sub-Pools to understand the scope of each category, then familiarize yourself with the Account descriptions. This will allow you to match GL entries to the most appropriate sub-pool based on intent and financial treatment.
Quick Tip: When modeling labor, for instance, do not default all payroll entries to the “Staffing – Internal Labor” sub-pool. If labor is related to centralized services, the costs may belong in “Staffing – Other Operating.” If capitalizable labor is involved, such as for project-based work, it may be mapped to “Staffing – Internal Labor Capital” or “Staffing – Staff Augmentation Capital,” depending on the sourcing. Use HR and time tracking data to support the right classification.
Step-by-Step Mapping Process
Mapping the Chart of Accounts and General Ledger to TBM Cost Pools requires structured analysis, collaboration, and iteration. At its core, the process involves reviewing your Chart of Accounts, assigning each account to a TBM Sub-Pool, and applying that mapping to your General Ledger. The steps below provide a detailed framework to guide you through this work.
Step 1: Inventory and Clean the Data
Start the mapping process by acquiring your organization’s Chart of Accounts (CoA). The CoA provides a comprehensive, structured list of all account codes and descriptions used for financial reporting and is the preferred source for Cost Pool mapping. If a CoA extract is not available, you may substitute a high-level General Ledger (GL) extract that includes a complete list of unique accounts used in recent periods.
1.1 Extract the Chart of Accounts (Preferred)
What to Include:
- All active financial accounts relevant to IT spending
- Account codes, names, and descriptions
- Any available categorization (e.g., account type, CapEx/OpEx classification)
Data Sources:
Request this file from your Corporate Finance or Accounting team or download from your financial system (e.g., Oracle, SAP, Workday).
Fallback Option – GL Extract:
If the CoA is unavailable, request a recent period GL extract with unique account entries. Ensure this extract contains account codes and descriptions used for IT spending.
1.2 Review Prior Mapping Files (if available)
What to Look For:
- Historical mappings from earlier TBM or budgeting efforts
- Internal categorizations used in reports, dashboards, or allocation models
Note: Use these only as reference points. Always validate against the current TBM Taxonomy and account usage.
1.3 Clean and Prepare the Dataset
Actions to Perform:
- Remove irrelevant accounts (e.g., revenue, transfers, pass-throughs)
- Eliminate duplicates if merging data from multiple sources
- Standardize or clarify vague or truncated account descriptions
Goal:
Ensure the dataset is structured and complete enough to support keyword matching, metadata tagging, and peer review in subsequent steps.
A Note About Shadow IT
Shadow IT refers to technology-related spending that occurs outside the formal IT department, often initiated by business units or functions purchasing software, hardware, or services independently. These costs are frequently embedded in non-IT cost centers and may be mislabeled in the GL (e.g., marketing software licenses appearing in the Marketing budget).
It may be prudent to begin mapping with the IT-owned portion of the GL, as it is typically better understood and easier to validate. Once this foundation is established, you can revisit Shadow IT entries with clearer reference points for accurate categorization.
To identify Shadow IT:
- Look for keywords such as “SaaS,” “cloud,” “tech,” “subscription,” or vendor names associated with IT purchases (e.g., Salesforce, AWS, Microsoft, etc.)
- Review non-IT departmental accounts for recurring technology expenses
- Collaborate with Finance or Procurement to identify accounts where technology vendors are paid
- Search for tech-related vendors in non-IT cost centers
- Analyze PCard or T&E accounts for technology spend
Shadow IT costs should not be excluded. Keep them in your dataset and tag them separately for special review during the mapping process. These costs represent valid IT expenditures that should be tracked for transparency, cost control, and future showback or chargeback strategies.
Step 2. Tag Accounts with Key Classifications (Optional)
While optional, tagging your GL accounts with key classifications early in the mapping process adds significant long-term value. These tags clarify vague account titles, support downstream modeling (e.g., Tower mapping, allocation, showback), reduce rework, and enable smoother stakeholder validation.
Add metadata columns for the classifications below:
CapEx vs. OpEx
Review your organization’s capitalization policies, typically maintained by the Accounting or Corporate Finance team. Some GL systems include a CapEx/OpEx flag at the transaction level, allowing you to determine how each individual cost entry is treated. However, this flag is not always consistently available or populated. If such a flag is missing, you will need to assess how the account is generally used—many accounts consistently carry capital or operating expenses based on their purpose. Use account descriptions, past financial reporting, and consultation with your finance team to determine the dominant classification for each account.
Department or Cost Center Ownership
Cross-reference the GL account or cost center with your organization’s cost center hierarchy or budget reports. The Finance team or your financial planning system (e.g., Oracle, Workday, SAP) can usually provide this mapping. This information helps distinguish centrally managed IT costs from those incurred by business units or Shadow IT.
Known IT or Non-IT Ownership
Tag whether the spending is owned by IT or a non-IT department. This helps identify potential Shadow IT and clarify which costs are in scope for TBM. You can infer this using cost center mappings, budget ownership, or conversations with finance leads. For example, cloud subscriptions appearing under Marketing or HR may indicate Shadow IT.
Reimbursable or Chargeback Indicators
Work with your Finance team or service costing lead to identify accounts linked to cross-charging, shared services, or internal billing. These are often associated with intercompany transfers, re-billable services, or cost centers flagged for internal recovery. Check for internal billing journals or reimbursement mechanisms within your ERP or billing platform.
Is Depreciation
Flag accounts that represent depreciation or amortization expenses. These are typically mapped to the Depreciation Sub-Pool and may follow consistent naming patterns (e.g., “depr,” “amort”). Consult accounting policies or your Finance team to confirm account treatment.
Fixed vs. Variable
Classify cost behavior based on whether expenses remain stable over time (fixed) or fluctuate with usage or volume (variable). This distinction can support forecasting, planning, and unit cost analysis. Use historical spend trends, contractual terms, or cost driver analysis to inform classification.
AI-Enabled
Identify accounts related to AI tools, services, or infrastructure. This metadata tag can help surface AI-specific investments for cost analysis, especially as AI initiatives expand. Cross-reference account descriptions, vendor names, or project tags for identification.
These enrichments improve mapping accuracy, increase efficiency, and lay the groundwork for scalable TBM modeling.
Step 3: Generate Initial Mapping Suggestions Using Keywords
Use keyword-based pattern matching to accelerate the process of assigning Cost Pool and Sub-Pool values to the accounts documented in your Chart of Accounts. This step creates a suggested mapping layer that requires manual review but significantly reduces effort by pre-classifying obvious or repetitive entries.
3.1 Build a Keyword-to-Sub-Pool Lookup Table
- Create a reference table that includes keywords or phrases found in account names or descriptions and their corresponding Cost Pool and Sub-Pool assignments.
- Use past mappings, TBM documentation, and common terms (e.g., “contractor,” “license,” “colocation”) as the basis for this list.
- Reference the TBM Taxonomy for accurate Cost Pool and Sub-Pool names and definitions.
Quick Tip: The TBM Council offers several keyword lookup tables to serve as starting points in your cost pool mapping journey. Download this file for mapping cost pools to your Chart of Accounts, and download this file for mapping OMB Object Classes to cost pools.
3.2 Scan Account Descriptions for Keyword Matches
- Apply keyword logic to the account descriptions in your Chart of Accounts or GL extract.
- Use Excel formulas, SQL scripts, or data transformation tools to identify rows where descriptions contain keywords from your lookup table.
- Flag matched rows for suggested mapping.
3.3 Generate and Store Suggested Mappings
- For each matched account, populate two new columns: Suggested Cost Pool and Suggested Sub-Pool, based on the keyword lookup table.
- Leave unmatched rows blank or flag them for further manual review.
- For each accepted mapping, document how the mapping was created (user review, keyword match, etc.) and your confidence in the mapping.
- Optional: Add a Matched Keyword column for traceability.
3.4 Review and Adjust Keyword Sensitivity
- Manually sample results to assess accuracy.
- Adjust keyword specificity to avoid false positives (e.g., “consult” might match too broadly; consider using “consulting fees” instead).
- Update your lookup table iteratively as new patterns emerge.
This keyword matching layer serves as a first pass—not a final decision. It enables rapid filtering and sets the stage for the more nuanced review and assignment process that follows.
Step 4: Review Suggested Mappings and Finalize Assignments
Once keyword-based suggestions have been generated, each entry must be manually reviewed to ensure accuracy. This review process is where final Cost Pool and Sub-Pool decisions are made and documented for future reference, auditability, and version control.
4.1 Prioritize Suggested Entries
- Begin with GL accounts that have a Suggested Sub-Pool assignment from Step 3.
- Use filters to isolate high-frequency accounts, high-dollar accounts, or areas with low confidence.
4.2 Validate Against Sub-Pool Definitions
- Compare the Suggested Sub-Pool to the official definition in the TBM Taxonomy v5.0.
- Read the full account description, and if available, review historical spend behavior, usage patterns, or departmental ownership.
4.3 Confirm or Revise Assignment
- If the suggestion aligns with intent and financial treatment, confirm it as the assigned mapping.
- If not, revise the assignment based on available data, institutional knowledge, or documentation.
4.4 Document Mapping Details
For each finalized mapping, add the following metadata to your mapping file:
- Assigned Cost Pool and Assigned Sub-Pool
- Source of Mapping – e.g., Keyword, Prior Mapping File, SME Input
- Confidence Level – High / Medium / Low
- Mapping Notes – Include rationale, caveats, known exceptions, or items requiring future review
- Additional Field values if selected in step 2
This documentation is critical for building a trustworthy and maintainable TBM model. It also supports future audits, onboarding of new TBM personnel, and tracking model improvements over time.
Step 5: Assign Cost Pools and Sub-Pools to Remaining Accounts
After reviewing keyword-based suggestions, there will still be accounts in your Chart of Accounts that remain unclassified or require manual review. This step ensures full coverage of all IT-relevant CoA entries by assigning TBM classifications through structured analysis. If a CoA is unavailable, this process can also be applied to a cleaned extract of your General Ledger.
5.1 Filter for Unassigned Accounts
- Use your mapping file to isolate any accounts without a final Sub-Pool assigned.
- These entries may have been missed during keyword matching or excluded due to ambiguous descriptions.
5.2 Group Similar Accounts
- Use account descriptions, numerical prefixes, or known departmental ownership to group similar entries.
- For example, a cluster of accounts beginning with “64xx” may all relate to Facilities costs and can be reviewed together.
Learn More About Account Code Numerical Prefixes
Making Sense of Account Code Structures
If you’re new to financial modeling or TBM implementation, the structure of your organization’s Chart of Accounts (CoA) can seem complex and opaque. However, understanding how account codes are structured is essential to accurately mapping General Ledger (GL) entries to TBM Cost Pools and Sub-Pools. This section demystifies the typical elements of account codes and provides examples to guide your analysis.
There is no universal standard for account numbering across organizations, but many follow similar hierarchical patterns. These patterns allow Finance teams to group, filter, and report on financial data efficiently—and they provide useful cues for TBM practitioners trying to interpret and classify IT expenses.
1. Account Categories (First Digit or Digits)
The first digit or group of digits usually indicates the major category of the transaction. These categories reflect high-level financial classifications, such as types of labor, services, or capital investments.
Example:
- 6000–6099: External Labor
- 6100–6199: Facilities & Power
- 6200–6299: Hardware
- 6300–6399: Internal Labor
- 6400–6499: Other
- 6500–6599: Outside Services
- 6600–6699: Software
- 6700–6799: Telecom
While your organization’s numbers may differ, understanding the logic behind this grouping will help you determine which major category a transaction falls into—and therefore which TBM Cost Pool it may belong to.
2. Subcategories (Middle Digits)
The next digits in the account number often provide further granularity by identifying subcategories within each major classification. This is where financial data begins to provide more specific guidance on how funds are used.
Example:
- 601x: External Labor – Capital
- 602x: External Labor – Expense
- 610x: Facilities & Power – Capital
- 611x: Facilities & Power – Depreciation & Amortization
- 621x: Hardware – Depreciation
- 661x: Software – SaaS Licenses
- 662x: Software – On-Premises
These subcategories can indicate whether a cost is capital or operating in nature, or help distinguish between different types of tools and services.
3. Detailed Accounts (Final Digits)
The final digits typically pinpoint the exact account or purpose of the transaction. These are the most granular level of account classification and are where you can often find the detail necessary to assign the transaction to the correct TBM Sub-Pool.
Example:
- 6010: External Labor – Capital
- 6011: External Labor – Capital – Contractors
- 6100: Facilities & Power – Capital
- 6101: Facilities & Power – Capital – Leasehold Improvements
- 6623: Software – On-Premises – Maintenance
- 6502: Outside Services – Technical Consulting
When reviewing your CoA, use the structure of these codes to inform your decisions. Start with broad category recognition, then narrow down through subcategory and detail levels until you can confidently assign a TBM Sub-Pool.
Tip: Your Finance team may have a reference document or mapping logic that describes the hierarchy of account codes. Ask for this documentation—it can save you significant time and improve your mapping accuracy.
By understanding these structural elements, TBM Administrators can more confidently interpret the CoA and perform more accurate and defensible mappings to TBM Cost Pools.
5.3 Reference All Available Inputs
For each unassigned account, draw from the following sources:
- TBM Taxonomy v5.0 definitions and examples
- Account descriptions and historical use
- Capitalization policies for CapEx/OpEx classification
- Internal financial documentation for category alignment
- Department or cost center tags for ownership and function
- Prior mapping files or internal budget frameworks, where available
5.4 Assign Mapping and Complete Metadata
For each account:
- Assign a Cost Pool and Sub-Pool
- Document the source of the mapping decision (e.g., SME review, budget doc, logical inference)
- Record confidence level
- Note any exceptions, caveats, or assumptions
- Populate additional metadata fields selected in step 2
Quick Tip: If you encounter accounts that seem to blend categories (e.g., “cloud subscription and services”), flag them for split allocation or further analysis later in the modeling process.
Step 6: Validate Mappings with Stakeholders
Validation ensures that your Cost Pool and Sub-Pool assignments are accurate, well-documented, and agreed upon by the right stakeholders. This step helps catch errors, resolve ambiguities, and improve model credibility before proceeding to implementation.
6.1 Schedule a Review Session with Key Stakeholders
Invite representatives from:
- TBM Office/Administrator (mapping lead)
- TBM Program Executive Sponsor
- Corporate Finance or Accounting
- IT Finance Analysts
- System Owners or Data Architects (if technical integration questions arise)
Ensure participants have access to:
- The mapping file
- The TBM Taxonomy v5.0
- Any documented assumptions or rationale
6.2 Present Mapping Logic and Edge Cases
Walk through:
- Your overall mapping approach
- Any split mappings or blended accounts
- High-risk or ambiguous accounts
- Examples of keyword-matched assignments and manually validated entries
6.3 Incorporate Stakeholder Feedback
- Adjust mappings as needed based on expert input
- Revisit confidence levels and rationale fields
- Clarify or update metadata (e.g., CapEx/OpEx treatment, ownership tags)
6.4 Confirm Mapping Completeness
- Ensure that all IT-relevant GL accounts are mapped
- Flag any remaining items for additional research or separate treatment (e.g., Shadow IT)
6.5 Document Sign-Off or Approvals
- Capture consensus or final review comments
- Log any open issues that will be addressed post-implementation
Quick Tip: Don’t keep your mapping work siloed—share it with data governance leaders and IT strategy stakeholders. A well-structured TBM model often exposes inconsistencies, gaps, and opportunities in enterprise data. Your work can directly inform—and accelerate—broader data quality, analytics, and strategic planning initiatives.
Step 7: Implement the Mapping Logic in Your Toolset
Once mappings are validated, they must be integrated into your TBM model through systematic, repeatable logic. This step ensures your Sub-Pool assignments are consistently applied during every data load and that the transformation process is traceable, scalable, and adaptable to future changes.
7.1 Select an Implementation Method
Choose the method based on your technical environment:
- Excel: For early-stage or prototype models; use VLOOKUP/XLOOKUP or INDEX-MATCH to join mapping logic to the GL extract.
- SQL: Ideal for larger datasets or integrated environments; use JOIN statements between GL tables and your mapping table.
- Python: Suitable for automation and scalability; use pandas to merge datasets and apply custom transformation logic programmatically.
- ETL/BI Tools: Tools like Alteryx, Tableau Prep, or Power BI can apply transformation logic as part of data pipelines.
- TBM Platform Tools: If using a TBM tool (EZTBM, Apptio, Nicus), configure mappings using native transformation rules or mapping tables.
7.2 Join Mapping Logic to GL Data
- Ensure that GL records can be uniquely matched to mapping entries via account ID or other keys
- Apply the assigned Cost Pool and Sub-Pool values
- Preserve other metadata fields (CapEx/OpEx, ownership, confidence level, rationale) if needed for transparency or auditability
7.3 Test the Implementation
- Run a test load or simulation of the model
- Check for missing mappings, errors, or logic mismatches. If errors result in fallout (uncategorized spend) identify the issue and return to step 5 to resolve it.
- Compare output categories against expectations or prior reports
7.4 Automate Where Possible
- Convert manual joins to scripts or repeatable workflows
- Version-control logic in Git, SharePoint, or within your ETL/BI tooling
- Build in data quality checks (e.g., unmapped account flags)
7.5 Log and Retain Mapping Logic
- Save the final mapping file in a controlled repository
- Retain documentation on assumptions and stakeholder sign-off
- Record the implementation method for future reference and onboarding
7.6 Establish Repeatable Mapping for Monthly Loads
- Configure the join logic to be re-executed each month (or other financial reporting interval)
- Ensure the mapping process accounts for any new or modified GL accounts
- Generate historical trend data across months by consistently applying the same mapping logic over time
- Maintain a changelog to document when mappings are adjusted and why, preserving historical comparability
A reliable implementation process turns your mapping logic into a durable, traceable part of the TBM system—eliminating manual rework and ensuring your model evolves efficiently over time. Applying this logic on a recurring basis enables accurate trending, variance analysis, and insight into cost patterns over time.
Step 8: Document, Version, and Maintain the Mapping Logic
Precise documentation and ongoing maintenance of your Cost Pool mapping logic are essential for transparency, auditability, and model evolution. As your organization’s financial structure, taxonomy standards, and TBM maturity evolve, this mapping must remain current and traceable.
8.1 Save the Mapping File as a Managed Asset
Store the final mapping file in a controlled, accessible location with version control capabilities (e.g., SharePoint, Git, document management system). Ensure it contains:
- GL Account ID
- GL Account Name
- GL Account Description
- CapEx/OpEx Classification
- Department or Cost Center
- Suggested Cost Pool
- Suggested Sub-Pool
- Mapping Rationale or Source of Truth
- Confidence Level or Flag (e.g., “Reviewed,” “Auto-Mapped”)
- Mapping Owner or Approver (if applicable)
- Last Updated Date
8.2 Version the Logic
Assign a version number and effective date to each mapping file release. Maintain a detailed changelog capturing:
- What changed (e.g., reclassifications, new accounts, taxonomy updates)
- Why it changed (e.g., policy revisions, stakeholder feedback)
- Who approved the change
- When it takes effect
Archive previous versions of the mapping logic to support reconciliation, audits, and impact assessments.
8.3 Monitor for Breakage or Anomalies
Leverage your TBM tool’s QA views or custom reports to flag:
- Unmapped accounts
- Duplicated or misassigned mappings
- Unexplained shifts in cost allocation
Investigate anomalies promptly and update logic to preserve accuracy.
8.4 Establish a Refresh Cadence
Update mappings in alignment with:
- Fiscal year planning cycles or budgeting milestones
- The introduction of new GL accounts or major structural changes
- Updates to the TBM Taxonomy (e.g., adoption of v5.0 or newer)
- Changes to capitalization policies or internal financial reporting standards
Treat mapping maintenance as an operational discipline to ensure consistent transparency and alignment with strategic objectives.
8.5 Align with Governance and Communicate Updates
If your organization maintains a data governance framework, assign data stewards or owners to oversee mapping quality and continuity. When changes occur:
- Notify downstream reporting teams and impacted stakeholders
- Re-validate mapping logic with Finance or TBM leadership if foundational categories shift
- Document decisions and rationale to preserve institutional knowledge
Conclusion: What You’ve Accomplished and What Comes Next
By completing the process of mapping your Chart of Accounts to TBM Cost Pools and Sub-Pools, you’ve established the foundational layer of your TBM model. This enables core cost transparency use cases, including detailed IT spend reporting and cost categorization aligned with the TBM Taxonomy. With your General Ledger mapped, you can now track and communicate key IT financial KPIs such as:
- Total IT spend by category (e.g., labor, hardware, cloud)
- CapEx vs. OpEx distribution
- Cost trends across departments or business units
- Unit cost analysis and early-stage showback
Next Steps:
To build on this work, consider mapping your budget to Cost Pools to enable variance tracking, or visit our Reporting and KPIs pages to begin creating dashboards and metrics that leverage your newly categorized data. Or review our Use Cases page for inspiration on how to further develop your model.
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