A Practical Guide to Net vs. Gross Performance

Sean P. Gilligan, CFA, CPA, CIPM
Managing Partner
15 min
A Practical Guide to Net vs. Gross Performance

Why “Net” Is Not a One-Size-Fits-All Answer

If you’ve worked in the investment industry, you’ve probably heard some version of this question:

“Should we show net or gross performance—or both?”

On the surface, the answer seems straight forward. The rules tell us what’s required. Compliance boxes get checked. End of story.

But in practice, presenting net and gross performance is rarely that simple.

How you calculate it, how you present it, and how you disclose it can materially change how investors interpret your results. This article goes beyond the rulebook to explore thepractical considerations firms face when deciding how to present net and gross returns in a manner that is clear, helpful, and in compliance with requirements.

Let’s Start with the Basics (Briefly)

At a high level, for separate account strategies:

  • Gross performance reflects returns before investment management fees
  • Net performance reflects returns after investment management fees have been deducted

Both gross and net performance are typically net of transaction costs, but gross of administrative fees and expenses. When dealing with pooled funds, net performance is also reduced by administrative fees and expenses, but here we are focused on separate account strategies, typically marketed as composite performance.

Simple enough. But that definition alone doesn’t tell the full story—and it’s where many misunderstandings begin.

Why Net Performance Is the Investor’s Reality

From an investor’s perspective, net performance is what actually matters. It represents the return they keep after paying the manager for active management.

That’s why modern regulations and best practices increasingly emphasize net returns. Investors don’t experience gross returns. They experience net outcomes.

And let’s be honest: if an investor chooses an active manager instead of a low-cost index fund or ETF tracking the same benchmark, the expectation is that the active approach should deliver something extra—after fees. Otherwise, it becomes difficult to justify paying for that active management.

Why Gross Performance Still Has a Role

If net returns are what investors actually receive, why do firms still talk about gross performance at all?

Because gross performance tells a different, but complementary, story: what the strategy is capable of before fees, and what investors are paying for that capability.

The gap between gross and net returns represents the cost of active management. Put differently, it answers a question investors are implicitly asking:

How much return am I giving up in exchange for this manager’s expertise?

Viewed this way, gross returns help investors assess:

  • Whether the strategy is adding value before fees
  • How much of the performance is driven by skill: security selection, asset allocation or portfolio construction
  • Whether fees are the primary drag—or whether the strategy itself is struggling

When gross and net returns are shown together, they create transparency around both skill and cost. When shown without context, they can easily obscure the economic tradeoff.

Gross-of-fee returns are also most important when marketing to institutional investors that have the power to negotiate the fee they will pay and know that they will likely pay a fee lower than most of your clients have paid in the past. Their detailed analysis can more accurately be done starting with your gross-of-fee returns and adjusting for the fee they expect to negotiate rather than using net-of-fee returns that have been charged historically.

The Real-World Gray Areas Firms Struggle With

How to Present Gross Returns

Gross returns are pretty straightforward. They are typically calculated before investment management or advisory fees and usually include transaction costs such as commissions and spreads.

For firms that comply with the GIPS® Standards, things can get more nuanced—particularly for bundled fee arrangements. In those cases, firms must make reasonable allocations to separate transaction costs from the bundled fee. But, if that separation cannot be done reliably, gross returns must be shown after removing the entire bundled fee. [1]

Once you move from gross to net returns, however, the conversation becomes less straightforward. We’ve had managers question, “why show net performance at all?” This is especially the case when fees vary across clients or historical fees no longer reflect what an investor would pay today. Others complain that the “benchmark isn’t net-of-fees,” making net-of-fee comparisons inherently imperfect. These concerns highlight why presenting net returns isn’t just a mechanical exercise. In the sections that follow, we’ll unpack these challenges and walk through how to present net-of-fee performance in a way that remains meaningful, transparent, and fit for its intended audience.

How to Present Net Returns

This is where judgment and documentation matters most.

Not all “net” returns are created equal. Even under the SEC Marketing Rule, there is no single mandated definition of net performance—only a requirement that net performance be presented. Under the GIPS Standards, net-of-fee returns must be reduced by investment management fees.

In practice, firms may deduct:

  • Advisory fees (asset-based investment management fees)
  • Performance-based fees
  • Custody fees
  • Transaction costs

Two net-return series can look comparable on the surface while reflecting very different assumptions underneath. This lack of transparency is one of the main reasons institutional investors often require managers to be GIPS compliant—it simplifies comparison by requiring consistency in the assumptions used and how they are presented or additional disclosure when more fees are included in the calculation than what is required.

And context matters. A higher fee may be perfectly reasonable if it reflects broader services such as tax or financial planning, holistic portfolio construction, or access to specialized strategies. The problem isn’t the fee itself, it’s failing to use a fee scenario that is relevant to the user of the report.

Deciding Between Actual vs Model Fees

The next hurdle is deciding whether to use actual fees or a model fee when calculating net returns. Historically, firms most often relied on actual fees, viewing them as the best representation of what clients actually experienced. But that approach raises an important question: are those historical fees still relevant to what an investor would pay today? If the answer is no, a model fee may provide a more representative picture of current expected outcomes. Under the SEC marketing rule, there are cases where firms are required to use a model fee when the anticipated fee is higher than actual fees charged.

This consideration becomes even more important for strategies or composites that include accounts paying little or no fee at all. While the GIPS Standards and the SEC Marketing Rule are not perfectly aligned on this topic, they agree in principle—net performance should be meaningful, not misleading, and should reflect what an actual fee-paying investor should reasonably expect to pay. Thus, many firms opt to present model fee performance to avoid violating the marketing rule’s general prohibitions. [2]

Additional SEC guidance published on Jan 15, 2026 on the Use of Model Fees reinforced that the decision to use model vs actual fees is context-dependent. While the marketing rule allows net performance to be calculated using either actual or model fees, there are cases where the use of actual fees may be misleading. The SEC emphasized flexibility and that while both fee types are allowed, what’s appropriate depends on the facts and circumstances of the situation, including the clarity of disclosures and how fee assumptions are explained.

Which Model Fee Should Be Used?

Most firms offer multiple fee structures, typically based on account size, but sometimes also on investor type (institutional versus retail clients). That variability makes fee selection a key decision when presenting net performance.

If you plan to use a single performance document for broad or mass marketing, best practice—and what the SEC Marketing Rule effectively requires—is to calculate net returns using the highest anticipated fee that could reasonably apply to the intended audience. This helps ensure the presentation is not misleading by overstating what an investor might take home.

A common pushback is: “But the highest fee isn’t relevant to this type of investor.” And that may be true. In those cases, firms have a few defensible options:

  • Create separate versions of the presentation tailored to different investor types, or
  • Present multiple fee tiers within the same document, clearly explaining what each tier represents

Either approach can work—but only if disclosures are explicit and easy to understand. When multiple fee structures are shown, clarity isn’t optional; it’s essential.

In practice, many firms maintain separate retail and institutional versions of factsheets or pitchbooks. That approach is perfectly reasonable, but it comes with operational risk. If this becomes standard practice, firms need strong internal controls to ensure the right presentation reaches the right audience. That means:

  • Clear internal policies
  • Consistent naming and version control
  • Training marketing and sales teams on when each version may be used

This often involves an overlap of both marketing and compliance to get it right because getting the fee right is only part of the equation. Making sure the presentation is used appropriately is just as important to ensuring net performance remains meaningful, compliant, and credible.

Which Statistics Can Be Shown Gross-of-Fees?

Since the introduction of the SEC Marketing Rule, there has been significant debate about whether all statistics must be presented net-of-fees—or whether certain metrics can still be shown gross-of-fees. Helpful clarity arrived in an SEC FAQ released on March 19, 2025, which confirmed that not all portfolio characteristics need to be presented net-of-fees. The examples cited included risk statistics such as the Sharpe and Sortino ratios, attribution results, and similar metrics that are often calculated gross-of-fees to avoid the “noise” introduced by fee deductions.

The staff acknowledged that presenting some of these characteristics net-of-fees may be impractical or even misleading. As long as firms prominently present the portfolio’s total gross and net performance incompliance with the rule (i.e., prescribed time periods 1, 5, 10 years),clearly label these characteristics as gross, and explain how they are calculated, the SEC indicated it would generally not recommend enforcement action.

Bringing it all Together

On paper, presenting net and gross performance should be a straight forward exercise.

In reality, layers of regulation, evolving expectations, and heightened scrutiny have made it feel far more complicated than it needs to be. But complexity doesn’t have to lead to confusion.

When firms are clear about:

  • Who they are communicating with,
  • What that audience expects,
  • What the performance is intended to represent, and
  • Why certain assumptions were chosen

…the decisions around what gets presented become far more manageable.

Net returns aren’t about finding a single “correct” number. They’re about telling an honest, well-documented story. And when that story is clear, investors don’t just understand the performance—they trust it.

[1] 2020 GIPS® Standards for Firms, Section 2: Input Data and Calculation Methodology(gross-of-fees returns and treatment of transaction costs, including bundled fees).

[2] See SEC Marketing Rule 2 026(4)-1(a) footnote 590 as well as the SEC updated FAQ from January 15, 2026. Available at: https://www.sec.gov/rules-regulations/staff-guidance/division-investment-management-frequently-asked-questions/marketing-compliance-frequently-asked-questions

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Most managers assume that losing an allocation comes down to returns. Underperform the benchmark, underperform peers, and the mandate goes elsewhere. That happens, but it's not usually the reason a manager gets cut from a search after the numbers already looked competitive.

More often, it's something in how the performance was presented that made an allocator hesitate. A number that didn't match across two documents. A risk statistic nobody could explain. A question in due diligence that the manager couldn't answer cleanly. None of these are calculation errors. They're trust problems, and trust is what allocators are ultimately seeking when they write a check.

Here are the performance problems we see that cost managers allocations most often, and none of them start with the returns themselves.

The Numbers Don't Match Across Documents

An allocator pulls up your factsheet, your pitchbook, and your GIPS® Composite Report, and the composite's five-year return isn't quite the same in all three. Maybe it's a rounding difference, or the factsheet reflects a different "as of" date. The allocator doesn't know that, and they aren't going to assume the best. Inconsistency reads as carelessness, and carelessness in performance reporting raises an obvious question: what else isn't being checked?

This is why we push firms to treat marketing and GIPS compliance as one coordinated process rather than two departments working from different source files. Every document that leaves the building should trace back to the same underlying data.

This matters even more now that due diligence itself is being automated. Operational due diligence teams and consultants are increasingly running AI tools that cross-check pitchbooks, factsheets, DDQs, and regulatory filings against each other, flagging contradictions that used to slip through manual review. A rounding difference or a stale figure that a person might have missed a few years ago is exactly the kind of inconsistency these tools are built to catch instantly. Clean, consistent marketing materials aren't just good practice anymore — they're what it takes to pass a review that may happen before a person ever looks at your numbers.

Performance That Looks Selected, Not Reported

Showing your best-performing account, your best-performing period, or a composite with an unusually small number of accounts invites the question every allocator is trained to ask: what am I not being shown? Due diligence teams know that everyone can't be top quartile. The SEC Marketing Rule's anti-cherry-picking provisions exist because this pattern is common enough that regulators built rules around it, and sophisticated allocators are watching for it. If your performance can be read as overly flattering rather than representative, assume a diligence team will read it that way.

Wanting to lead with your best numbers is an understandable impulse. But diligence teams are trained specifically to spot it, and selective disclosure, even when every number in it is accurate, tends to read as a bigger warning sign than an honest, complete track record would. The stronger story is discipline: the periods where you held to your stated mandate and didn't deviate even while returns lagged. That's a harder story to tell than "we outperformed," but it's the one that actually holds up, because it shows you didn't drift toward whatever was working elsewhere just to keep pace. Chasing returns outside your stated process isn't skill, it's strategy drift, and allocators are trained to spot that just as readily as cherry-picked out performance.

Our advice: resist the instinct to lead with your best examples, and show the scenarios that build trust instead. We recommend showing the ones that demonstrate you stuck to your stated mandate, policies, and procedures, especially when the outcome wasn't your best quarter. Discipline under pressure is a more durable credential than a strong one-off time period, and it's the kind of evidence that holds up long after that number is forgotten.

Statistics You Show But Can't Explain

A page full of risk statistics doesn't build confidence on its own. It invites a follow-up question, and if the manager can't explain what a downside capture ratio of 85% says about the decisions actually made in the portfolio, the statistic becomes a liability instead of an asset. Allocators aren't just checking whether the numbers are favorable. They're checking whether the manager understands their own portfolio well enough to explain it. Statistics presented without interpretation signal that the second answer is “no.”

Likewise, a page of portfolio characteristics that have nothing to do with how the strategy is actually run are not doing you any favors. If you're not making decisions at the sector level, a sector breakdown doesn't tell an allocator anything about your process. If you don't manage individual position sizing, a top-ten holdings list is not adding value.

Your factsheet should be a roadmap for the conversation you want to have, not a checklist of everything other managers include. Every number on it should be something you can explain: how it got there, what decision it reflects, and what it says about how you manage money. A statistic that's only there because everyone else shows it likely isn't helping you if it doesn’t demonstrate active decision making. It's inviting a question you may not have a good answer to.

It's the same logic as a good resume. One padded with every certification, hobby, and unrelated past role doesn't read as impressive, it reads as overwhelming and maybe irrelevant, and it makes the reader work harder to find what actually matters to the job at hand. A factsheet works the same way. The strongest ones include only what's relevant to the case being made and make it easy to connect every line back to it.

No One Can Explain Why a Decision Was Made

This is the one that costs managers the most, and it's rarely about the numbers at all. An allocator asks why a composite was redefined, why a benchmark changed, or why a particular account was excluded, and the answer is a shrug or "that's how we've always done it." Undocumented decisions create the impression that performance is being managed reactively rather than governed intentionally. Firms that can point to a clear, contemporaneous record of why a judgment call was made close that conversation quickly. Firms that can't do this will leave the allocator wondering what other judgment calls haven't been documented either.

The Common Thread

None of these problems are really about whether the strategy performed well. It comes down to whether the story behind the numbers holds up consistently under scrutiny. Allocators aren't just buying returns. They're also buying confidence that what they're being shown today will still be true, and still explainable, a year from now.

The fix isn't more disclosure for its own sake. It's making sure everything across your performance reporting tells the same, well-documented story before an allocator ever has the chance to ask why it doesn't.

GIPS® is a registered trademark owned by CFA Institute. CFA Institute does not endorse or promote this organization, nor does it warrant the accuracy or quality of the content contained herein.

There is a common assumption among boutique investment managers that the Global Investment Performance Standards (GIPS®) are built for the largest firms in the industry — that compliance is something you pursue once you've reached a certain scale, a certain client type, or a certain level of institutional credibility.

That assumption is understandable. And it is costing firms real opportunities.

The GIPS standards have no AUM threshold to get started. There is no minimum number of clients or composites required before a firm can claim compliance. And increasingly, the institutional marketplace is not waiting for firms to reach some undefined moment of readiness before asking for it. If you are newer to the GIPS standards and want a foundation for what they are and why firms pursue them, start with our post What Are the GIPS Standards?

 

The Market Has Already Decided

The gatekeepers of institutional capital such as consultants, outsourced CIO platforms, model delivery networks, and institutional allocators, have been quietly raising the bar on performance reporting standards for years. GIPS compliance has shifted from a differentiator to a baseline expectation in many of these channels.

According to eVestment, two out of three manager searches conducted by investors and consultants on their platform exclude firms that are not GIPS compliant. That means boutique managers without a compliance claim are not being passed over, they are simply not being seen. As we explored in From Compliance to Growth, GIPS compliance has effectively become the price of admission for firms seeking to expand into institutional channels.

The question is not whether your firm will eventually need it. For most managers with institutional ambitions, the answer to that question is already yes. The real question is when you choose to pursue it, and whether you make that choice on your own terms or in response to a mandate you cannot afford to lose.

 

What Compliance Actually Builds Inside Your Firm

The benefits most managers focus on are external. Things like the credibility signal, the access to channels, the due diligence box that gets checked. Those benefits are real. But some of the most meaningful returns from GIPS compliance are internal.

Implementing the GIPS standards requires firms to formalize processes that often exist informally. Composite definitions. Discretion criteria. Benchmark selection rationale. Fee policies. Error correction procedures. For many boutique managers, the implementation process is the first time these decisions have been documented and applied consistently across the firm.

That discipline matters beyond GIPS compliance itself. A firm with clean, documented performance infrastructure is better positioned for regulatory examinations, investor due diligence, and operational due diligence reviews. It demonstrates to sophisticated allocators that the firm is run with the same rigor they apply to their own oversight responsibilities. And for firms that are not primarily focused on institutional distribution, this operational foundation has standalone value, the kind of infrastructure that supports sound governance regardless of who is asking. For more on what a well-governed GIPS compliance program looks like once it is in place, see What Good GIPS Compliance Governance Looks Like in Practice.

 

The Single Best Argument for Starting Now

Here is the point that does not get made often enough: the smaller your firm and the shorter your track record, the easier it is to become compliant. That ratio flips quickly as you grow.

Retroactively constructing composites across a large number of separate accounts is genuinely difficult work, particularly when no framework existed at the time to assign accounts to composites at inception, or to move accounts between composites as investment objectives changed, client restrictions were added or removed, or mandates evolved. Working through that history portfolio by portfolio, period by period, requires both detailed documentation and sound judgment. It is one of the most time-consuming phases of any GIPS compliance implementation, and the complexity compounds with every account and every year of history added.

A firm with 30 separate accounts and a two-year track record faces a very different implementation project than the same firm a few years later with 500 accounts and a five-year track record. The strategy, the clients, and the investment process may be nearly identical, but the administrative burden of reconstructing historical composite membership correctly is not.

The firms that find implementation most manageable are the ones that started before the project grew into something unwieldy. The firms that find it most painful are the ones that waited until an institutional prospect made it urgent.

What if you are not ready to commit to full compliance yet?

That is a legitimate position. But there is a practical middle path worth considering: even if a firm does not want to claim compliance with the GIPS standards today, building out the composite structure and creating policies and procedures for managing those composites now is a worthwhile investment. That framework does not require a formal compliance claim to be useful. Additionally, it can be carried directly into a full GIPS compliance program when the time is right, dramatically reducing the effort required at that stage.

 

The Real Costs

Becoming GIPS compliant requires real work, and it is worth being direct about what that entails. At a high level, implementation comes down to four phases: defining the firm, building a GIPS standards policies and procedures manual, constructing composites and calculating performance, and creating GIPS Reports with ongoing monitoring controls. We walk through each phase in detail in A Practical Framework for Implementing the GIPS Standards.

In terms of ongoing commitment, firms should expect monthly composite management, annual GIPS Report updates, periodic policies and procedures reviews, and distribution tracking. For a lean team, owning all of this internally is often not realistic. The good news is that outsourcing to a GIPS compliance consultant is a well-established path for boutique managers and one that many firms in our client base have taken successfully. The total cost of compliance for a focused, well-organized firm is frequently lower than managers expect, particularly when implementation is approached while the firm's history and account universe are still manageable.

 

Is This the Right Time for Your Firm?

Not every firm is at the same point in this decision. Managers with the strongest case for pursuing GIPS compliance now include:

  • Firms actively pursuing institutional mandates or seeking coverage from investment consultants
  • Managers on model delivery platforms or building toward that distribution channel
  • Firms planning meaningful growth over the next two to three years
  • Any manager whose clients or prospects have already raised the question
  • Firms that simply want to build a best-in-class performance reporting foundation, regardless of where their distribution strategy stands today

The case is lower urgency for firms focused exclusively on high-net-worth or retail clients with no near-term institutional ambitions; however, there is still value in building a sound performance reporting structure, and the sooner it is established, the easier the work will be.

On Verification: You Can Wait

Verification is independent, voluntary, and valuable. It is also not required to claim compliance with the GIPS standards, and for cost-conscious boutiques, it is a reasonable place to exercise flexibility.

A firm can become GIPS compliant today and gain all the operational benefits and the ability to make the compliance claim and defer pursuing verification until there is specific demand for it. When an institutional prospect or consultant asks whether the firm is verified, that is the right moment to add it. The compliance foundation built now makes that future engagement faster and less disruptive. For a detailed walkthrough of what the verification process involves, see our series How to Survive a GIPS Verification.

Verification is worth having. It just does not need to happen on day one.

 

The Longer You Wait, The Heavier the Lift

GIPS compliance is not an initiative that gets easier with time. Every year a firm grows its account base, extends its track record, and adds complexity to its operations without a compliance framework in place is another year of history that will eventually need to be organized, documented, and reconstructed.

The managers who find implementation most straight forward are not the ones with the most resources. They are the ones who started early enough that the project was still proportionate to the size of the task.

If your firm is headed toward institutional distribution (most boutique managers we work with are), the best time to build this infrastructure is before you need it. The second best time is now.

 

Longs Peak Advisory Services specializes in GIPS compliance and investment performance consulting for investment managers and asset owners. We have helped over 250 firms implement and maintain compliance with the GIPS standards. If you are evaluating whether now is the right time for your firm, we would be glad to talk through it. Reach out athello@longspeakadvisory.com.

 

GIPS® is a registered trademark owned by CFA Institute. CFA Institute does not endorse or promote this organization, nor does it warrant the accuracy or quality of the content contained herein.

Every Spring, the performance measurement community gathers for PMAR: The Performance Measurement, Attribution & Risk Conference, hosted by TSG. This year marked the twenty-fourth annual, and I left thinking about it differently than I have in years past.

Most years, the themes evolve gradually. This year, I felt like the ground was moving.

The theme nobody put on the agenda but ran underneath nearly every session was the pace of change. Specifically, what artificial intelligence is about to do to our work. And while I came away energized, I also came away with a healthy dose of " we (as in everyone) are not ready for how fast this is coming."

Here's what stayed with me.

AI Was the Undercurrent of the Whole Event

The session titled "AI, Anxiety, and Opportunity: What Performance Professionals Need to Know" was, predictably, one of the most sought-after sessions of the conference. The panel, which included practitioners from across the industry, did a nice job naming both sides of the coin: the anxiety of not knowing what your job looks like in five years, and the opportunity sitting right in front of us if we lean in.

Here's my honest read of the room, though. The mood was optimistic. Maybe a little too optimistic. There was a comfortable assumption that AI will mostly handle the tedious parts and leave the interesting work to us. Or that AI won’t take your job, someone that knows AI will. I'm not sure it'll be that tidy.

From what we're already seeing in our own work and across the firms we serve, the capabilities are advancing faster than most people can comprehend. The days where “our industry is just slower to adapt” are gone. Just last week, anthropic released Fable 5 and before it was shut down (temporarily?), we played around with it a little and its capabilities are dumbfounding. I don't think it will be long before these conferences look drastically different. Different sessions, different vendors, maybe a different sense of what the job even is. That's not a doom prediction. It's just a reason to pay closer attention than feels comfortable.

Separating Skill From Luck Just Got Harder and More Important

One of my favorite sessions was Michael Ervolini's "You Can't Find Skill in Returns: Distinguishing Performance From the Decisions That Generate Them." It's a deceptively simple premise: returns tell you what happened, not whether the manager was actually good. A great number can come from a great decision, or from luck. A bad number can hide genuine skill.

What I appreciate about PMAR is that the community keeps bringing fresh perspectives to this old, hard problem: how do we actually evaluate skill versus luck? It's a question that never fully resolves, and every year someone pushes the thinking forward.

It struck me that this question gets more important in an AI world, not less. As machines take over more of the calculation and even some of the decision-making, our value shifts toward judgment – knowing which decisions deserved credit, which results were noise, and what a number actually means in context. That's the kind of discernment a model can assist with but can't own. For more from Mr. Ervolini, here's a link to his latest book Skill vs. Luck.

The GIPS Challenges That Keep Coming Back

I'm biased here, but the "Common GIPS Challenges and How to Avoid Them" session was a highlight for us, in part because our own Matthew Deatherage, CFA, CIPM, was on the panel alongside peers from TSG, MassPRIM, and Strategic Investment Group.

What I always find striking about this topic is how consistent the challenges are. Firms pursuing compliance with the Global Investment Performance Standards (GIPS®)* tend to stumble on the same handful of issues year after year, and almost all of them are avoidable with the right foundation in place. That's a big part of why we do what we do at Longs Peak: helping firms get ahead of those pitfalls instead of discovering them during verification or, worse, during a regulatory exam.

Matt is a familiar face on these panels, and it's great to have our perspective in the mix. But the takeaway that stuck with me tied right back to the AI thread running through the whole conference.

Across several different panels, presenters talked about feeding the GIPS standards into their own AI models to churn out GIPS reports. And here's the thing, anyone can do that. You can drop the standards into a model in minutes. What a model can't do is provide critical judgment about how a principles-based framework should be applied to your specific facts and circumstances and whether those GIPS reports and statistics were calculated correctly. The GIPS standards aren't a checklist; they're a set of principles that require interpretation, and interpretation is exactly where experience earns its keep.

I'm not saying don't use AI to help build a framework. Use it. But like any model, if you don't really know what you're asking it to do, the output won't save you. Simply asking a model to "make my firm GIPS compliant" isn't going to make it so. At least not yet!

And there's one problem every performance professional already knows AI hasn't solved: data. As they say, garbage in, garbage out. Meaningful performance lives and dies on clean, well-organized data, and no software tool or AI model fixes messy inputs alone. At Longs Peak, we have spent the last 10 years working with clients to improve data quality through data integrity testing. For us, these AI models have only expanded what’s possible. We know one thing for sure: setting these tools up with the proper context (i.e., knowing what to look for) and then evaluating that context on an ongoing basis may turn out to be the most crucial piece of it all.

CFA Institute Is Listening on the CIPM

A session I didn't expect to find as interesting as I did was "CIPM Through the Practitioner Lens," facilitated by Rob Langrick of CFA Institute. Rather than simply presenting at the room, CFA Institute came to listen and gather candid feedback on the CIPM designation: where it's delivering value, where it's falling short, and how it should evolve to stay relevant to the work we actually do day to day.

The audience didn't hold back, and there were some genuinely thoughtful suggestions including how the code of ethics will evolve in this new AI era, some recommendations on reformatting the exam to break it into smaller chunks (going into greater detail on each) as well as adding a CIPM group within the CFA societies to encourage further connection. It was refreshing to see CFA Institute putting real energy behind a credential that so many of us have invested in and want to see grow in value. Given the pace of change in our field, willingness to adapt feels necessary. For anyone interested in contributing ideas to the CIPM, you can use this link to provide feedback.

A Quick Word on the Trivia

I'd be remiss not to mention that Performance Trivia got a much-needed upgrade this year. In past years, only a handful of contestants got to play while the rest of us watched (though in fairness, not all of us were clamoring for the spotlight). The new format this time allowed everyone to participate (without taking center stage), and it was a lot more fun for it. A small change, but it captured something I value about this community: it's competitive, but it's also genuinely collegial and prides itself on memorizing quirky names and vintage formulas.

Before PMAR Even Started: Women in Performance Measurement

For me, the week actually started the day before the conference, at the Women in Performance Measurement (WiPM) gathering. An event created just for the women in our industry. It's one of my favorite parts of this trip every year, and not only because the conversation is good. There's something energizing about being in a room full of women who do this work, comparing notes and reconnecting.

Fittingly, AI came up here too, though in a much more hands-on way than it would on the main stage. Practitioners shared real use cases, both personal and professional: the small ways AI is already saving them time day to day, and the bigger experiments they're running at their firms. It was practical, curious, and refreshingly free of hype.

We were also lucky to have a guest speaker, Lidia Arshavsky, who spoke on executive presence. She broke down how executive presence actually gets evaluated inside organizations (the signals people pick up on, often without realizing it) and offered practical recommendations for strengthening your own. It was the kind of talk that's useful no matter where you are in your career.

It was a great way to kick off PMAR, and an even better way to reconnect with women I only get to see a few times a year. Sometimes the most valuable part of a conference happens in these opportunities to network and reconnect within our niche performance community. A big thank you to TSG who donated the space for this event to take place and have done so for many years.

What AI Can't Take From Us

The conference's forward-looking sessions, including "Innovative Ways to Present Performance: Dashboards & Analytics," got me thinking. The tools are evolving so quickly and so much of the analysis, presentation, and reporting can now be automated. I am left wondering how long the traditional use of software in our space will last in its current form.

When the capabilities advancing fastest don’t always come from the established vendors, who benefits? My hope is that everyone does. That these tools level a playing field that used to tilt heavily toward the largest institutions, give smaller firms the ability to deliver high-caliber analytics previously out of reach, and push the whole field toward better solutions. That makes for a more competitive space and ultimately a clearer picture for investors to evaluate their options.

That's the optimistic case, and I believe it. But it only holds if we stay clear-eyed about where our own value comes from and that's the note I want to leave you on. The pace of change is a reason to focus, not to panic. The things that make us valuable are the things AI can't take: consciousness, judgment, and the human-in-the-loop accountability that clients ultimately trust. Machines will calculate faster and present prettier. They won't sit across the table from a client and take responsibility for what a number actually means.

So, by all means, get curious about the tools (Claude seemed to be most people’s favorite – mine as well). Experiment. Don't be the individual or firm that gets left behind. But anchor yourself in the part of this work that's irreplaceably human, because that's the part that was always the point.

See you at PMAR 2027. I suspect it'll look a little different.

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