Last updated 2026-07-09

TL;DR
Commercial comparable sales (comps) are arm's-length transactions of similar properties used to challenge an assessor's value. Find 3 to 6 strong comps, adjust for differences in size, age, and condition, and present them in a one-page grid. Done well, this can cut a commercial assessment by 10 to 30% or more. You don't need an appraisal firm to do it.
What are commercial comparable sales and why do they matter for property tax?
A comparable sale, in property tax language, is a recent arm's-length transaction of a property similar enough to yours that an appraiser or buyer would treat it as a real signal of what your property is worth. The operative phrase is arm's-length: a deal between a motivated buyer and a motivated seller, neither under duress, no family relationship, no bulk-portfolio discount buried inside. Boards of equalization and courts lean on these sales more than any other single piece of evidence because they show what the market actually paid, not what a formula guessed.
For commercial property, that gap is wide. Assessors often mass-appraise commercial buildings with income formulas or cost schedules that trail the real market by years. Show the board three to six sales of buildings genuinely like yours, all trading below your assessed value per square foot, and you have a strong case without paying for a full appraisal.
The legal footing here goes back decades. The Uniform Standards of Professional Appraisal Practice (USPAP), which most state assessment statutes adopt or reference, recognizes the sales comparison approach as one of three accepted valuation methods [1]. Many state property tax codes require assessors to consider comparable sales the taxpayer submits. In Texas, Tax Code Section 41.43 stops a board from raising your value above the assessor's initial number, and Section 41.67 forces the appraisal district to disclose the comps it used [2].
Comparable sales are the language assessors speak. Learn it and you negotiate as an equal.
How are commercial comps different from residential comps?
Residential comps are forgiving. A three-bedroom ranch in the same subdivision sells, and the math is mostly square footage times price per foot. Commercial comps are messier, and knowing why makes you a sharper advocate.
The unit of comparison shifts first. For office and retail, the dominant metric is price per rentable square foot. For industrial, it's usually price per square foot of gross building area, or for large warehouses, a figure adjusted for clear height. For multifamily, buyers think in price per unit and cap rate. Mix metrics across your comp set and the board will notice and discount all of it.
Physical adjustments run larger. A 1998 flex-industrial building with 18-foot clear heights is not comparable to a 2015 building with 32-foot clears, even on the same street. You either drop the mismatch or adjust for it out loud.
Income characteristics also drive price. A fully leased building carrying above-market long-term leases can sell at a premium that has nothing to do with the real estate and everything to do with the lease. Exclude that sale from your set, or flag it as a sale with non-market conditions.
The pool of sales is smaller too. In a hot residential market you might find 40 comps within a mile. For a 60,000-square-foot neighborhood retail strip, you might find four arguable sales statewide over two years. That's fine. Three or four strong, documented comps beat a stack of weak ones.
For background on how commercial property assessments get built before you reach the comp stage, that reading helps you spot where the assessor's number probably went wrong.
Where can you actually find commercial comparable sales data?
This is where most DIY filers stall. Here's where to look, in rough order of reliability and access.
County deed and transfer records. Every county records real property transfers, usually at the recorder's or register of deeds office. Many run online portals. The record shows grantor, grantee, legal description, and in most states the consideration (sale price), though a handful of states like Alaska and Kansas do not require price disclosure on the deed [3]. Start here because it's free.
State transfer tax declarations. About 35 states collect a real estate transfer or excise tax and require a declaration form that lists sale price, property type, and sometimes square footage. These declarations are often public and searchable. Illinois, New York, and Florida keep detailed, searchable transfer records.
County assessor's comparable sale databases. Many assessors publish the sales they used to set values, either on the property record or in a downloadable sales ratio study. If your assessor posts this, download it now. It shows exactly how they valued similar properties and hands you a ready comp list to pick from.
CoStar and LoopNet. CoStar is the industry standard, and a full subscription costs roughly $500 to $1,500 per month depending on market and tier. Know a commercial broker? Ask if they'll pull a sales report for your property type as a favor. LoopNet (owned by CoStar) has a free tier with limited transaction history. Neither is required if you can find four solid comps through public records, but they add credibility.
ProspectNow, Reonomy, and similar platforms. These repackage public record data and sell access below CoStar prices, often $50 to $150 per month or pay-per-report. Handy for a one-time appeal search.
State open data portals. Massachusetts, Minnesota, and several other states publish statewide sales data through their revenue or taxation departments. The Minnesota Department of Revenue publishes annual sales ratio studies broken down by property type and county [4]. That study is not a comp grid, but it tells you whether commercial sales in your county are assessed above or below market across the board, which supports your appeal.
Other owners and their attorneys. In a commercial district where you know neighboring tenants or owners, ask. A recent sale two doors down is exactly the kind of comp that's hard to argue with.
What makes a commercial comp valid? The five filters you must apply
Not every sale you find qualifies. Run each one through these five filters before it goes in your grid.
1. Arm's-length transaction. The sale must be between unrelated parties with no duress. Red flags: deed in lieu of foreclosure, sale to or from a government entity, transactions labeled "gift deed" or "nominal consideration," related-party transfers, and estate sales where the executor faced court-imposed time pressure. The International Association of Assessing Officers (IAAO) guidance on ratio studies lists these as non-arm's-length categories to exclude [5].
2. Recency. Most boards prefer sales within 24 months of the assessment date, and within 12 months is stronger. If your assessment date is January 1, 2024, a November 2022 sale is usable but weaker than a March 2023 sale. Some states set the window by statute; California's Board of Equalization guidance emphasizes sales closest to the lien date [6].
3. Property type match. An office building is not a comp for a retail strip center. Within subtypes, be precise: class B suburban office is not a strong comp for class A downtown office, and industrial flex is not bulk distribution. Stay inside the subtype your assessor used to classify your property.
4. Size reasonableness. No universal rule exists, but most appraisers keep comps within 25 to 50% of the subject's gross leasable area. A 10,000 sq ft strip center is weak support for a 75,000 sq ft power center. If you have to stretch, name the gap and adjust for it.
5. Geographic proximity and market area. "Same market area" beats "same city." A suburban retail strip trades differently than one in the urban core, even inside the same municipality. Pick comps that buyers for your property would actually weigh against it.
A sale that passes all five is a valid comp. A sale that fails one but is still your best option belongs in the set with a note explaining why. That transparency earns credibility with boards.
How do you adjust commercial comps for differences in condition, size, and lease status?
Finding comps is step one. Adjusting them honestly is step two, and it's where most DIY filers either quit or make errors that sink the case.
The logic is simple. If a comp is inferior to your property, adjust its price upward (it would have sold for more if it were better). If it's superior, adjust downward. The goal is to bracket your subject: some comps slightly better, some slightly worse, with adjustments that converge on your indicated value.
Size adjustments. Larger buildings usually sell at lower prices per square foot because buyer pools thin out and capital requirements climb. The percentage varies by market and property type; a rough placeholder used in practice for office and retail is 0.1 to 0.3% per 1% difference in size, but that figure is not universal, and you should back it with local market data if challenged. For industrial, the range tightens because the market is more liquid.
Age and condition adjustments. A 1985 building with original HVAC sold against a 2005 building with updated systems needs a downward adjustment on the 2005 building (it's superior). Assessors pull depreciation tables from the Marshall Valuation Service or similar cost manuals. You don't need to match their tables exactly, but you need a stated basis for your number.
Occupancy and lease adjustments. A sale of a fully leased property at market rent is the cleanest comp. A sale of a partially vacant building at below-market rents, or one carrying a lease-up assumption, reflects investor risk and needs adjustment. If your subject is 70% occupied and your best comp sold at 95%, the comp likely sold at a premium you back out.
Location adjustments. Corner versus mid-block, highway visibility, parking ratio, transit access. These are qualitative but real. State the factor, state the percentage, state why. "The comp at 400 Main Street has superior signage and corner visibility; I applied a 5% downward adjustment to its sale price." That's defensible.
Keep total net adjustments per comp under 25 to 30% of sale price when you can. Push past that and the comp's relevance starts to break down, and a sharp assessor's attorney will say so.
Here's a simplified example grid:
| Comp | Sale Price | SF | $/SF | Age Adj. | Size Adj. | Occ. Adj. | Adjusted $/SF |
|---|---|---|---|---|---|---|---|
| 110 Oak St | $2,100,000 | 18,500 | $113.51 | +3% | -2% | 0% | $114.65 |
| 224 River Rd | $1,875,000 | 16,200 | $115.74 | 0% | +1% | -4% | $113.03 |
| 540 Commerce Dr | $2,450,000 | 20,100 | $121.89 | -5% | -3% | 0% | $114.18 |
| Subject (Assessed) | $2,600,000 | 17,800 | $146.07 | ||||
| Indicated Value | ~$2,040,000 | ~$114.61 |
This grid, done cleanly on one page, beats a 40-page appraisal buried in appendices the board won't read.
How many comps do you need for a commercial tax appeal?
Three is the practical floor. Six is usually the ceiling past which you're padding, not strengthening.
The IAAO's Standard on Ratio Studies notes that ratio studies need a minimum sample for statistical reliability, but an individual property appeal works differently: you're building a logical argument, not running a regression [5]. Three tightly matched, well-adjusted comps persuade more than eight comps of mixed quality that average out to a number.
If your property type is highly illiquid (a 200,000-square-foot single-tenant industrial campus, a regional mall, a marina) and you honestly can't find three comps that clear all five filters, say so in your submission. Show the best two you found, note their limits, and supplement with income approach analysis. Boards in most states accept hybrid approaches.
One thing to avoid: cherry-picking the lowest sales and hiding the higher ones you found. A reasonable buyer in this market would see every sale. A competent assessor's representative will pull them too. Present the full set you found, then explain why certain ones are inferior comps under the five-filter test above. That's honest advocacy, not hiding evidence.
How do you present commercial comparable sales at a hearing?
Presentation format matters almost as much as the comps. Board members are usually not appraisers. They're citizens, elected officials, or retired professionals with 15 minutes to hear your case. Make it easy to rule for you.
One-page comp summary grid. The table format from the adjustment section above. Address, sale date, sale price, size, price per SF, key adjustments, adjusted price per SF. Put your subject at the bottom in a contrasting row. The board should read the page in 90 seconds and see the gap.
Map exhibit. A simple map (a Google Maps printout works) showing your subject and the comp locations. Visual proximity reinforces market relevance. One page.
Deed or transfer documentation for each comp. Printouts of the recorded deed or transfer tax declaration. These prove the sale was real and what it sold for. Don't make the board ask for backup; include it.
Your narrative. Two to three pages, max. State what your property is (type, size, age, occupancy), the assessor's value, what your comps indicate, and what you want the board to change it to. Use the exact assessed value, not a rounded figure. Say "I am requesting a reduction to $2,040,000, which corresponds to a $114 per square foot value consistent with the attached comparable sales."
Number everything as exhibits. Exhibit A: subject property record card. Exhibit B: comp summary grid. Exhibits C through H: one deed per comp. Exhibit I: map. That structure lets you say "as shown in Exhibit B" during testimony, which sounds professional and keeps the board with you.
If your jurisdiction allows written submissions in advance (most do), send the full package at least five business days before the hearing. Some boards will decide without a hearing if the written submission is complete and convincing. That's easier, not harder.
Can the assessor challenge your comps, and how do you respond?
Yes, absolutely. Here are the common pushbacks and how to handle each.
"That sale isn't really comparable." Ask which of the five filters it fails. If they can't name a concrete deficiency, the objection is vague and the board should weigh it lightly. If they point to a real gap (your comp sold three years ago), acknowledge it and explain why it's still probative given market conditions.
"You didn't adjust for [X]." Fine. Ask what adjustment they think X deserves and why. Then show whether that adjustment changes your indicated value in any real way. Often it doesn't, and saying so lands: "Even adding the assessor's proposed 5% upward adjustment for location, the indicated value is $2,142,000, still well below the assessed value of $2,600,000."
"Your comps are from outside the county or city." This matters less than market consistency. If the properties compete for the same tenants and buyers, they're in the same market even with a county line between them. Have a sentence ready on why the buyer market for your property type crosses that boundary.
"We have our own sales showing a higher value." Ask to see them. In most states you have a right to know the evidence the assessor relies on at or before the hearing. If they produce comps at the hearing you've never seen, object to the timing, request a continuance, and review them carefully. Don't assume their comps pass your five filters.
Stay factual and calm. Boards respond poorly to theatrical outrage and well to methodical, document-backed arguments. If you're using something like the TaxFightBack appeal kit to organize your submission, the structure itself signals you've done the work and you're not going away.
Does the income approach replace or supplement comparable sales for commercial property?
It supplements. Almost never replaces.
For most income-producing commercial property, sophisticated buyers think in cap rates, not price per square foot. A 20,000-square-foot neighborhood retail center is worth what an investor pays to acquire its income stream, and that math is net operating income divided by a market cap rate. Show that the cap rate implied by the assessor's value sits below the prevailing market cap rate for your property type, and you have another strong argument.
But the income approach makes you know or estimate the property's actual NOI and support a market cap rate, which itself comes from comparable sales. Cap rates are derived from sales. The two approaches are interrelated, not independent.
For a DIY appeal, the practical order is this: lead with comparable sales because they're concrete and board members grasp them instantly. Add an income approach as a second exhibit if the math backs your position. When the two approaches land on similar values, that convergence is itself evidence of reliability.
For properties with no rental income, like an owner-occupied office building or a special-purpose facility, comparable sales or the cost approach are your only realistic tools. The income approach needs income to model.
If you're filing in a large metro market like NYC or Los Angeles, the local tax tribunal has published decisions showing how hearing officers weigh sales versus income approaches for different property types. Reading two or three of those decisions for your property type before your hearing is worth an hour of your time.
What if your commercial property sold recently? Does that hurt your appeal?
It cuts both ways, and you need to think it through before filing.
If your property sold within the past year or two at a price below (or near) your assessed value, that sale is usually your best comp. It's your own property, fully documented, with no adjustment needed for size or condition. Put it front and center.
If your property sold recently at a price above your assessed value, the assessor may turn that sale against you. This happens more often than people expect, especially where assessments trail rising prices. In that case, think hard about whether an appeal makes sense at all, and whether the sale carried non-market characteristics (you paid a premium for a specific business purpose, the portfolio included goodwill, and so on) that cut its weight as a valuation indicator.
Most states have rules on how much weight a recent sale of the subject property gets. California's Proposition 13 framework makes acquisition value the baseline and recent sales trigger reassessment [6], so the dynamic there is completely different from most other states. In Texas, a recent purchase price counts as strong evidence of market value, and the appraisal district can and will use it [2].
For Miami-Dade or Contra Costa County owners dealing with Prop 13's supplemental assessment mechanics, the interaction of recent sale price and comparable sales evidence gets complicated fast. If that's your situation, verify the local rules before you build your comp strategy.
What common mistakes do commercial property owners make with comparable sales?
Here are the errors that actually cost people their appeals.
Using list prices instead of sale prices. LoopNet and similar platforms show asking prices. A $3 million listing that closed at $2.5 million is a $2.5 million comp. Always verify against the recorded transfer.
Applying distress inconsistently. Intellectual consistency matters. If you'd exclude a foreclosure sale that runs higher than your position, be ready to exclude one that runs lower too, or explain why this particular distressed sale still reflects the market.
No adjustments. Listing raw sale prices without addressing differences in size, age, or condition signals that you either don't understand valuation or you're hoping the board won't notice. Both impressions hurt you.
Over-adjusting. If your net adjustments to a comp top 30 to 35% of sale price, that comp does more harm than good. Drop it and find a better one.
Ignoring a market cycle shift. A 2021 sale in a market that softened hard in 2023 needs a market conditions (time) adjustment, or the board applies one in its head and assumes the worst.
Skipping the comp's own assessment. If you find a comp that sold for $2.1 million and you want your value down to $2 million, check whether that comp is itself assessed at $2.5 million. If it is, that owner probably has a strong appeal too, and the comp still supports your value argument.
Filing late. None of this matters if you miss the deadline. Commercial appeal deadlines run from 30 days after the assessment notice (common in Texas) to six months or more elsewhere [7]. Check your jurisdiction's deadline first, then build your comp file.
How do commercial comp standards differ by state?
The core method is consistent nationally because most states follow USPAP and IAAO standards. What varies is the rules around what evidence you can submit, when you must submit it, and how much weight the board must give it.
| State | Key comp rule | Source |
|---|---|---|
| Texas | Taxpayer may present comps; district must disclose its evidence at least 14 days before hearing | Tax Code §41.67 [2] |
| California | Comps most relevant within 90 days of lien date (Jan 1); Prop 13 limits appeal to purchase price unless decline in value claimed | BOE Assessment Appeals Manual [6] |
| Florida | Assessor's value presumed correct; taxpayer must overcome by preponderance | F.S. §194.301 [8] |
| New York | Article 7 proceeding; comps must meet USPAP standard; IDA exemptions complicate comp selection | RPTL Article 7 [9] |
| Illinois | Board of Review requires comps filed with petition in many counties; Cook County has specific rules | 35 ILCS 200/16-55 [10] |
| Minnesota | Tax court proceedings; DOR publishes sales ratio studies by property class | Minn. Stat. §278 [11] |
The takeaway: look up your state's rules before you finalize your submission. Many state revenue department websites publish taxpayer guides to the appeal process that spell out what evidence is accepted. For high-value commercial properties in Santa Clara County, San Mateo County, or Hennepin County, an hour reading the local hearing officer's procedural guide is time well spent.
If you're in a state like Florida where the burden of proof sits heavily on the taxpayer, your comp grid needs to be tighter and more defensible than it would in a state with a neutral evidentiary standard.
Frequently asked questions
How far back can commercial comparable sales be and still be usable in a property tax appeal?
Most boards prefer sales within 12 to 24 months of the assessment date. Sales older than 24 months are generally weak unless you apply a documented market-conditions (time) adjustment explaining price trends between the sale date and the assessment date. Some states set explicit windows by statute. Check your jurisdiction's rules; California emphasizes sales closest to the January 1 lien date.
Do I need a licensed appraiser to use comparable sales in a commercial appeal?
In most states, no. Owners generally have the right to present comp evidence themselves at the administrative level (board of equalization, assessment appeals board, ARB). A licensed appraisal matters more if you escalate to tax court, where formal USPAP-compliant reports carry more legal weight. For the initial hearing, a well-organized grid of documented sales is usually enough and perfectly legal.
What is an arm's-length sale and how do I verify one?
An arm's-length sale happens between unrelated, independent parties with no unusual pressure on either side. To verify, check the deed for any language indicating a gift, family transfer, or court-ordered sale. Also check whether buyer and seller share officers or an address on state business records. The recorded price should match the transfer tax declaration. Sales that fail these checks come out of your comp set.
Can I use sales of properties in neighboring counties as commercial comps?
Yes, if you can show those properties compete in the same buyer and tenant market as your subject. A retail strip near a county line may draw from the same trade area regardless of which county it sits in. Document the market rationale in your narrative. Boards are more persuaded by market logic than by political boundaries, though proximity within the same taxing jurisdiction always wins when strong comps exist there.
How do I find the sale price of a commercial property if the county doesn't publish it?
About a dozen states (including Alaska, Idaho, Kansas, and Mississippi) do not require disclosure of sale prices on deeds. In those states, try the transfer tax declaration if one exists, contact the listing or selling broker directly, check CoStar or LoopNet transaction history, or search court records if a mortgage was recorded around the same time (the loan amount often signals a price range). Some states have limited disclosure for commercial versus residential, so verify your state's rules.
What is price per square foot and how do I calculate it for commercial comps?
Divide the total sale price by the rentable or gross building area in square feet. A building that sold for $2,100,000 with 18,500 rentable square feet equals $113.51 per square foot. Always confirm the assessor and the comp record use the same square footage definition (gross versus net rentable versus gross leasable area), because mixing them produces misleading numbers. Rentable square foot is the most common standard for office and retail.
Should I include sales that support a higher value than my assessed value?
Be aware of them and ready to discuss them, but you're not required to volunteer evidence that hurts your case. If the assessor presents those higher sales at the hearing, though, have a ready explanation: those buildings may be superior quality, more recently renovated, or sold during a peak in the cycle. Pretending higher sales don't exist and letting the assessor surface them looks worse than addressing them in your narrative.
How do cap rates relate to commercial comparable sales?
Cap rates are derived from sales. When an income-producing property sells, dividing its net operating income by the sale price gives the implied cap rate. Collecting implied cap rates from your comps lets you build a market cap rate range, which you then apply to your property's NOI to estimate value through the income approach. The methods are complementary: sales comps give a direct price-per-square-foot benchmark, cap rate analysis gives income-based corroboration.
What happens if the assessor's office has access to sales data I can't find publicly?
In most states with formal appeal procedures, you have the right to request the evidence the assessor will rely on at the hearing, including the sales they used to value your property. In Texas, Tax Code Section 41.67 requires the appraisal district to give you this at least 14 days before the hearing. File a written evidence request as soon as you file your protest. The assessor's own comp list often reveals weaknesses in their methodology.
How do I adjust a commercial comp for below-market or above-market lease rates?
Compare the comp's in-place rents to current market rents for that property type and submarket. If the comp was fully leased at below-market rents, investors paid less than they would for market rents, making the sale price a low indicator, so you adjust upward. If it sold with above-market leases, adjust downward. Base the adjustment on the rent differential, estimated lease duration, and a discount rate. Even a rough calculation beats no adjustment.
Is a foreclosure or distressed sale usable as a commercial comp?
Generally, no. A foreclosure, deed in lieu, or REO sale does not reflect a willing seller at arm's length. The IAAO and most state assessment standards exclude these from ratio studies. That said, if the market was broadly distressed at the time (think 2009 to 2011 for commercial real estate), excluding all distressed sales may leave an artificially narrow sample. In that case, document why the market context makes distressed sales relevant to true market value.
Can I use a commercial comp from a different property type if no same-type sales exist?
In rare cases, yes, with heavy caveats. A small medical office building might use general office comps if no medical office sales exist locally, but you'd address functional differences directly. Courts and boards give cross-type comps less weight. If your property type is truly unique or thinly traded, supplement with an income approach or cost approach rather than leaning on weak cross-type comps as your primary evidence.
How is a commercial comparable sales analysis different for a vacant building or land?
For a vacant building, occupancy and income adjustments don't apply, but condition, deferred maintenance, and conversion potential become the key factors. Buyers of vacant buildings price in lease-up costs and risk. For land, you'd use price per square foot of land area or price per developable unit and compare to land sales, not improved-property sales. Mixing improved and land sales in one grid is a significant error that boards will catch.
Sources
- Appraisal Foundation, USPAP (Uniform Standards of Professional Appraisal Practice): USPAP recognizes the sales comparison approach as one of three accepted valuation methods used by appraisers and assessors.
- Texas Legislature, Texas Tax Code Chapter 41: Texas Tax Code Section 41.67 requires appraisal districts to disclose evidence they will use at least 14 days before the hearing; Section 41.43 prohibits raising value above the initial assessment.
- Lincoln Institute of Land Policy, 50-State Property Tax Comparison: A handful of states including Alaska and Kansas do not require disclosure of sale prices on real property deeds, limiting public access to transfer prices.
- Minnesota Department of Revenue, Sales Ratio Study: The Minnesota Department of Revenue publishes annual sales ratio studies broken down by property type and county, including commercial property classes.
- International Association of Assessing Officers (IAAO), Standard on Ratio Studies: IAAO guidance specifies categories of non-arm's-length sales to exclude from ratio studies, including foreclosures, estate sales under court time pressure, and related-party transactions.
- California State Board of Equalization, Assessment Appeals Manual: California BOE guidance emphasizes that comparable sales closest to the January 1 lien date carry the most weight; Proposition 13 makes acquisition value the baseline with reassessment triggered by change of ownership.
- Texas Comptroller of Public Accounts, Property Tax Deadlines: Appeal deadlines for commercial property tax protests in Texas are generally 30 days after the assessment notice is mailed or May 15, whichever is later.
- Florida Legislature, F.S. Section 194.301: Florida Statute 194.301 establishes that the property appraiser's assessment is presumed correct and the taxpayer must overcome it by a preponderance of the evidence.
- New York State Legislature, Real Property Tax Law Article 7: New York RPTL Article 7 governs judicial proceedings to review assessments and requires that comparable sales evidence meet USPAP standards.
- Illinois General Assembly, Property Tax Code 35 ILCS 200/16-55: Illinois statute 35 ILCS 200/16-55 governs complaint procedures before boards of review; Cook County and other boards require comparable sales to be filed with the initial petition.
- Minnesota Legislature, Minn. Stat. Chapter 278: Minnesota Statutes Chapter 278 governs tax court petitions for property tax appeals, including commercial properties, and establishes evidentiary standards for comparable sales.
- IAAO, Standard on Mass Appraisal of Real Property: IAAO standards recognize the sales comparison, income, and cost approaches as the three methods used in mass appraisal of commercial property, with sales comparison preferred when sufficient arm's-length transactions exist.