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Borys Ulanenko
CEO of ArmsLength AI

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Comparability adjustments beyond working capital correct for material differences in country risk, capacity utilization, accounting policies, and market conditions between your tested party and comparables. The core principle from : adjust only when it improves the reliability of the analysis.
The four key questions before any adjustment:
If all four are yes, the adjustment is likely warranted. If any is no, consider excluding the comparable instead or documenting the limitation.
While OECD guidance explicitly warns against treating some adjustments as "routine" and others as inherently suspect, practice shows certain adjustments are more commonly applied—not because they're automatically better, but because data availability and methodology maturity vary.
| Priority | Adjustment Type | Typical Reliability | Usage Frequency |
|---|---|---|---|
| 1 | Accounting Consistency | High (if data available) | Common |
| 2 | Working Capital | High (established methods) | Very Common |
| 3 | Country Risk | Medium (requires objective measures) | Selective but growing |
| 4 | Capacity Utilization | Medium (data-intensive) | Rare |
| 5 | Market Conditions | Low-Medium (hard to quantify) | Very Rare |
| 6 | Product Differences | Low (highly subjective) | Exceptional |
: It is not appropriate to view some comparability adjustments, such as for differences in levels of working capital, as "routine" and uncontroversial, and to view certain other adjustments, such as for country risk, as more subjective. The only adjustments that should be made are those that are expected to improve comparability.
Country risk adjustments account for differences in economic and market risk between the tested party's location and the comparables' locations. Investors require higher returns from companies in riskier markets—if your tested party is in an emerging market but comparables are in developed economies, unadjusted margins may not be comparable.
Typical scenarios:
A common approach (and one explicitly illustrated in Brazil's Annex II) multiplies the risk premium differential by the comparable's capital employed:
Adjustment = (Risk Premium[Tested Country] − Risk Premium[Comparable Country]) × Capital Employed
Where Capital Employed = Operating Fixed Assets + Net Working Capital
The risk premium differential can be derived from:
Scenario: Brazilian tested party benchmarked against a German comparable. (This mirrors Brazil's Annex II approach—tested party in higher-risk country, comparables in lower-risk countries.)
| Metric | Brazil (Tested) | Germany (Comparable) |
|---|---|---|
| Country Risk Premium | 6.0% | 1.0% |
| Differential | 5.0% | — |
German Comparable Data:
Adjustment:
The comparable's margin increases from 8% to 10% after adjusting for the higher returns that would be expected in Brazil's risk environment.
| Jurisdiction | Stance |
|---|---|
| Brazil | Explicitly addressed in IN 2,161/2023 Annex II; required when using non-domestic comparables if material differences exist |
| OECD/US | Permitted if improves reliability; same standard as other adjustments |
| India | Theoretically allowed under Rule 10B(3); limited case law |
| Germany | Accepted in principle; preference for local comparables when available |
Brazil's Approach: Normative Instruction 2,161/2023 Annex II provides an illustrative methodology: Adjustment = (Country Risk Premium[Tested] − Country Risk Premium[Comparable]) × Capital Employed. While framed as guidance rather than a rigid mandate, this is the most explicit regulatory framework globally for country risk adjustments.
Capacity utilization adjustments address differences in how fully companies use their fixed assets. A manufacturer at 50% capacity has higher per-unit fixed costs than one at 90%—even if both are equally efficient.
Typical scenarios:
The adjustment typically involves:
Conceptual Formula:
If the tested party operates at 60% capacity and comparables at 85%, the tested party's fixed cost per unit is higher by:
Cost Adjustment Factor = Fixed Costs × (1/60% − 1/85%)
Scenario: Tested manufacturer at 60% capacity vs. comparables averaging 85%.
| Metric | Tested Party | Comparable |
|---|---|---|
| Capacity Utilization | 60% | 85% |
| Fixed Costs | €600,000 | €600,000 |
| Units Produced | 10,000 | 14,167 |
| Fixed Cost per Unit | €60 | €42.35 |
| Difference per Unit | €17.65 | — |
Over 10,000 units, the tested party bears €176,500 in additional per-unit fixed cost burden due to under-absorbed overhead. This amount could be added to the tested party's profit (or subtracted from comparables' profit) to normalize for capacity differences.
Data Challenge: Capacity utilization data is rarely disclosed by comparables. You may need to infer it from fixed cost ratios, depreciation as % of sales, or industry reports. Without reliable data, this adjustment is difficult to defend.
| Jurisdiction | Stance |
|---|---|
| India | Allowed under Rule 10B(3); supported in cases like CIT v. Petro Araldite (Bombay HC, 2018) |
| US | Conceptually consistent with §1.482 comparability framework; rarely applied in practice |
| OECD | No explicit guidance; falls under general comparability principles |
Accounting adjustments correct for differences in financial reporting that affect profit comparisons: depreciation methods, inventory costing (LIFO vs. FIFO), revenue recognition, lease treatment, and capitalization policies.
Common differences:
US companies using LIFO often disclose the LIFO reserve—the cumulative difference between LIFO and FIFO inventory valuation.
Adjustment = Change in LIFO Reserve during the year
If the LIFO reserve increased by $5M, COGS was $5M higher than under FIFO. Add $5M to operating profit.
If a comparable uses accelerated depreciation on a relatively new asset base:
Adjustment = Accelerated Depreciation − Straight-Line Depreciation
This requires knowing asset values and depreciation schedules—often available in financial statement notes.
| Metric | Before Adjustment | After Adjustment |
|---|---|---|
| LIFO Reserve (Prior Year) | $15M | — |
| LIFO Reserve (Current Year) | $20M | — |
| Change in LIFO Reserve | $5M | — |
| Operating Profit | $50M | $55M |
| Operating Margin | 10.0% | 11.0% |
Accounting adjustments are generally highly reliable when based on disclosed data. LIFO reserves are explicitly reported; depreciation schedules can often be derived from notes. These adjustments are well-accepted by tax authorities globally.
: "Examples of comparability adjustments include adjustments for accounting consistency designed to eliminate differences that may arise from differing accounting practices between the controlled and uncontrolled transactions; segmentation of financial data to eliminate significant noncomparable transactions; adjustments for differences in capital, functions, assets, risks."
Market condition adjustments account for differences in economic timing or circumstances: business cycles, inflation differences, or market-specific shocks (like COVID-19).
Typical scenarios:
Market condition adjustments are difficult to quantify reliably. Unlike country risk (bond spreads) or accounting (LIFO reserves), there's no standard metric for "economic cycle position."
Preferred alternatives:
Only when you have:
Material product or functional differences typically warrant excluding the comparable rather than adjusting. If a comparable manufactures different products or performs significantly different functions, adjustments become highly speculative.
Exception cases where adjustment may work:
If you find yourself needing to adjust for:
The comparable is probably not comparable. Find a better match rather than mathematically "fixing" a poor one.
OECD Guidelines establish the framework—adjustments should only be made when they pass the reliability test. The thresholds below are practitioner rules-of-thumb, not OECD-mandated cutoffs:
| Factor | Adjust | Don't Adjust |
|---|---|---|
| Materiality | Difference significantly affects margin comparison | Minimal PLI impact (rule-of-thumb: less than 0.25%) |
| Data Quality | Reliable, verifiable data available | Requires significant assumptions |
| Methodology | Accepted approach exists | Novel or untested method |
| Cumulative Effect | Single or few adjustments needed | Multiple adjustments required |
Caution: The Guidelines warn that sophisticated adjustments can give a false impression of scientific accuracy when, in reality, significant differences remain unaddressed. If your analysis requires many adjustments to make a comparable "work," it's probably not comparable.
Practitioner warning signs to exclude rather than adjust:
For audit defense, every adjustment should include:
Identified Difference: "Comparable A uses LIFO inventory accounting while the tested party uses FIFO."
Materiality Assessment: "The LIFO reserve change of $5M represents 1.0% of sales, materially affecting operating margin comparison."
Methodology: "We adjusted Comparable A's operating profit by adding the LIFO reserve change, converting to FIFO-equivalent profit per guidance on accounting consistency."
Data Sources: "LIFO reserve data obtained from Comparable A's 10-K filing, Note 5 to financial statements."
Calculation: Show before/after for each comparable:
| Comparable | Unadjusted Margin | Adjustment | Adjusted Margin |
|---|---|---|---|
| A | 8.0% | +1.0% (LIFO) | 9.0% |
| B | 10.5% | +0.5% (WCA) | 11.0% |
emphasizes providing detailed information on comparability factors and their impact. A robust documentation approach covers:
Guides:
Glossary:
Beyond working capital, consider adjustments for: (1) country risk when comparables operate in different economies with different risk profiles, (2) accounting differences like LIFO vs. FIFO inventory or depreciation methods, (3) capacity utilization when the tested party operates significantly above or below normal capacity, and (4) market conditions for major economic cycle differences. However, only adjust when the difference is material, quantifiable, and the adjustment methodology is reliable.
Yes, increasingly so. The OECD puts country risk adjustments on equal footing with other adjustment types—both must meet the same reliability standard. Brazil explicitly addresses country risk adjustments in IN 2,161/2023 Annex II, providing an illustrative methodology when non-domestic comparables are used. The US, UK, and most OECD countries accept them if well-supported with objective data (sovereign bond spreads, risk premiums). The key is using verifiable market data rather than subjective estimates.
If a comparable uses LIFO and discloses its LIFO reserve (common in US 10-K filings), add the year-over-year change in LIFO reserve to the comparable's operating profit. This converts LIFO-based profit to FIFO-equivalent profit. For example, if the LIFO reserve increased by $5M during the year, add $5M to operating profit. If the reserve data isn't available, consider excluding the comparable rather than estimating.
Exclude when: (1) the required adjustment is based on significant assumptions you can't verify, (2) multiple adjustments would be needed for the same comparable (a sign of fundamental non-comparability), (3) the difference relates to core business characteristics that can't be "fixed" (like different products or functions), or (4) the adjustment would substantially change the PLI (some practitioners treat changes >50% as a red flag). The OECD warns against using sophisticated adjustments to create a false impression of accuracy when major differences remain.
Yes, but it's challenging. Capacity utilization adjustments are conceptually valid—under-utilized capacity increases per-unit fixed costs—but data is rarely available for comparables. Indian courts have supported such adjustments under Rule 10B(3), notably in CIT v. Petro Araldite (Bombay HC, 2018). If you attempt it, you'll need to estimate the comparable's fixed cost structure and utilization level, which often requires significant assumptions. Consider whether multi-year averaging or selecting comparables in similar business phases is a better approach.
For each adjustment, document: (1) the identified difference and why it matters, (2) the methodology used with citations to OECD or local guidance, (3) the data sources with specific references (e.g., "Note 5 to 10-K filing"), (4) the calculation showing before and after figures for each affected comparable, and (5) a statement on how the adjustment improves comparability. Present this in a clear table format showing unadjusted PLI, adjustment, and adjusted PLI for each comparable.
Market condition adjustments are the most difficult to defend because they're hard to quantify reliably. Unlike country risk (bond spreads) or accounting (LIFO reserves), there's no standard metric for economic cycle position. Most practitioners handle market timing through multi-year averaging or same-period data selection rather than explicit adjustments. Only attempt a quantitative market adjustment when you have clear, documented evidence and no alternative approach.
Don't make it. As a rule-of-thumb, if an adjustment would only marginally change a comparable's PLI (some practitioners use ~0.25% as a threshold) or wouldn't move it relative to your tested party's position, the documentation burden outweighs the benefit. Note the difference in your report and explain why adjustment wasn't warranted: "Comparable B uses accelerated depreciation, but the estimated impact of ~0.1% on operating margin is immaterial. No adjustment was made."
The OECD Transfer Pricing Guidelines provide comprehensive guidance on comparability adjustments: