Research
We see these seven patterns again and again, in our work with firms and in the research. Under each one is the evidence, including where it disagrees with us.
01
The accounts move before the trust does.
A founder retires, a successor steps in, or the firm completes an acquisition. The accounts move, the forms update, the introduction gets scheduled, and inside the firm the transition looks complete. From the client's side, the relationship is still undecided.
Advisor Change Can Look Complete on Paper While Trust Is Still Quietly Undecided · The Plan Transfers. The Understanding Doesn't.
What the evidence says
Cerulli finds advisors who move firms lose 11% to 22% of the assets they managed, depending on channel.
McKinsey finds 32% of affluent and high-net-worth investors switch firms when their advisor leaves. It expects roughly 110,000 advisors to retire this decade.
Capgemini finds 81% of inheritors plan to switch firms within one to two years of inheriting.
All three are moments when accounts change hands. That is where clients are lost, and the retirements ahead mean more of those moments.
02
The client stays and stops adding new money.
Trust rarely fails in one dramatic moment. The drift starts with a slow reply, a concern that gets missed, a detail someone expected to be remembered.
The client keeps their accounts in place and stops bringing new assets. There is no complaint, no transfer request, nothing to log.
Firms measure account transfers. A relationship that is going quiet does not show up in that number. That is why retention numbers move late and move little. Net new assets show the change first.
The Moment Trust Starts Drifting · McKinsey Identified the Advisor Shortage. They Did Not Identify What Happens to the Clients Inside It.
What the evidence says
Schwab's RIA Benchmarking Study has reported client retention holding at 97% for a decade. An average that stable can hide what happens at the specific moments that test a relationship.
PriceMetrix (Stay or Stray, 2013) measured how many clients advisors keep. The best advisors keep 98%. The average advisor keeps 94%. The weakest keep 84%. The study then looked for what explains the difference, and everything it could measure was a matter of record: how long the client had been there, how much they held, what they paid, how their accounts were set up, how many they had, and how old they were. None of that is the conversation. So the fourteen points between the best advisors and the weakest are still unexplained.
03
Clients don't tell you what's wrong, and often they can't.
Clients rarely say "I feel less important now" or "I'm not sure this new advisor understands us." They ask practical questions instead: who do I call, will anything change, when is the next meeting. The practical question often carries a deeper one.
The first sign of risk is usually small: hesitation, a quieter spouse, a shorter meeting, a client who says everything is fine.
What the evidence says
Bond, Carlson and Keeney (Management Science, 2008) asked people to list what mattered to them in a decision. They named 5.9 objectives on average and recognised 14.3 when shown a list, rating the missed ones as nearly as important as the ones they thought of. Given a week, they still missed more than half.
A client who cannot say what matters is not holding back. Most people cannot retrieve it on demand, and asking directly does not change that.
04
Personal means something different to the client.
Advisors hear personal as remembered birthdays and a friendly tone. Clients mean something else: I don't have to re-teach you who we are. The client's kind is the one that keeps a relationship through an advisor change.
What the evidence says
Packard and Berger (Journal of Consumer Research, 2021) found that concrete, specific language in real service conversations raised satisfaction and spending, because it read as listening. When the detail was not relevant to what the customer had raised, it lowered perceived listening. Cheng, Browning and Gibson (Journal of Financial Planning, 2017) found that among 1,088 planning clients, communication about interests and hobbies, past a point, was associated with lower trust.
Both draw the same line the client draws: the personal that helps is knowing what matters to me, and the friendly kind can cost trust.
05
A perfect transcript still wouldn't tell you who you're sitting with.
Hand a new advisor every word a client ever said and they still don't know the person. What those words meant to the client is not in the transcript, and nobody writes down a pattern they haven't noticed yet.
Capturing What a Client Says Isn't the Same as Knowing Them · Advisors Remember Their Clients, But Nothing Connects What They Know
What the evidence says
The Oasis Group (2025) compared six advisor notetakers and found note accuracy between 85.9% and 96.15%. None of the six caught an action the client implied but never stated, tied to a family event they were expecting.
06
Steadiness comes before solutions.
The answer can be right and still not land, because the client wasn't steady enough to take it in. Getting them there is the advisor's first job.
What the evidence says
In medicine, Haskard Zolnierek and DiMatteo (Medical Care, 2009) pooled 21 experimental studies, 1,280 physicians and 10,190 patients. Training the physician in how to conduct the conversation raised the odds of the patient following through 1.62 times. It is the closest measurement of this pattern we have found.
07
The information advantage is gone.
Advisors used to hold what clients couldn't get: research tools, technical knowledge, access. Clients now arrive with the research and the technical answers already in hand. What they still cannot bring is judgment: experience with a situation they have never faced.
Your Next-Gen Clients Are Already Coming to Meetings With an AI Plan · The Judgment Age · AI Is Not Just Coming for Tasks
What the evidence says
Russell Investments (2026) estimates the value of an advisor at 4.92% a year, as a percentage of a client's portfolio: the sum of asset allocation (0.26%), behavioural coaching (2.30%), family wealth planning, and tax-smart planning. Behavioural coaching is the largest single part. The study frames the shift directly: "The differentiator is no longer access to information, but the ability to apply it with judgment, context and discipline."
In customer support, Brynjolfsson, Li and Raymond (Quarterly Journal of Economics) ran a field experiment with 5,172 support agents. AI assistance raised productivity 15% overall and about 30% for the least experienced, and two-month hires matched six-month workers. Our reading: knowledge that took months to build is now supplied on demand, to a new hire or to a client.
Series · The Rise of Human Wealth Tech
Four parts on building around the person as well as the portfolio.
The Financial Side Runs on Software. The Human Side Runs on the Advisor.
This one names the shift: every technical part of advice now has software behind it, and the human part still runs on one person's memory and attention.
The Plan Transfers. The Understanding Doesn't.
What it costs when a household changes hands. The understanding that makes the relationship work lives in the advisor rather than the firm, so when the advisor leaves it goes with them.
Capturing What a Client Says Isn't the Same as Knowing Them
The fix most firms reach for first is better notes and fuller transcripts. A record of the words is not an understanding of the person.
What Advisors Carry in Their Heads, a Firm Can Now Read
Our answer, and the first public description of what we built. It sets out what a solution has to do, then describes ours.
Series · Trust at Transitions
Four parts on how wealth firms keep clients through the moments that test trust.
What Brings Clients Back Is Real, But What Keeps Them Isn't Built Yet
Ari Galper argues that clients who return after leaving are returning to "the memory of that original quality of attention", rooted in feeling genuinely understood. The piece asks why that feeling fades even with advisors who care, and finds the answer in how firms work rather than in the advisor.
Onboarding Isn't the Problem, But What Happens After It Is
Onboarding is the high point of almost every advisor relationship, the one moment the whole process is oriented toward the person rather than the plan. Then the annual review rhythm takes over and the agenda defaults to allocation and performance.
Advisors Remember Their Clients, But Nothing Connects What They Know
CRMs track transactions and notes track what was said, and nothing tracks what it meant.
Trust Was Always the Point, But Nothing Was Built to Hold It
What a firm has to build to hold the relationship, rather than what an advisor has to remember to do, and what that is worth.
On advisor change
Advisor Change Can Look Complete on Paper While Trust Is Still Quietly Undecided
What the client is still asking after the paperwork is done: does the new advisor know us, know our spouse, and know what matters now.
The Moment Trust Starts Drifting
How trust goes in small moments, and why new money stops before anyone names what changed.
What Clients Feel but Don't Say During Advisor Transitions
The questions clients carry into a transition and never voice.
Why clients and advisors mean different things by "personal", and the two studies that found the friendly kind can cost trust.
On the human side of advice
The advisor's first job in a hard meeting, before any answer.
Bruce Feiler's count: most adults face 30 to 40 disruptors in a life, and three to five become lifequakes. A firm should plan for them.
The Judgment Age: Why Next-Gen Clients Still Need Human Advisors in an AI-Shaped World
Next-gen clients grew up digital and still want a human advisor, for judgment rather than information.
AI Is Not Just Coming for Tasks. It Is Coming for Your Identity.
For years professionals built their value on what they knew. The piece asks what a professional becomes when a machine can produce the thing that made them feel valuable.
Your Next-Gen Clients Are Already Coming to Meetings With an AI Plan
Brian Portnoy's Shaping Wealth framework separates the advisor as mechanic from the advisor as guide. Clients now arrive with the mechanic's part already done.
On the industry
The shortage numbers read as a retention problem rather than a staffing one. The piece ends on the 32% of affluent and high-net-worth investors who switch firms when their advisor leaves.
The Missing Layer in the Wealth Management AI Conversation
The question an AI demo rarely answers: does the system know what is going on with this client?
Why the Fastest-Growing Wealth Firms May Be Creating Their Biggest Retention Problem
Growth creates advisor changes, and advisor changes are where relationships get tested.
Every entry links to the publisher. Where a report is restricted to financial professionals, or sponsored by a firm in the industry, the entry is marked.
The advisor shortage, and what it does to clients
The looming advisor shortage in US wealth management
The industry could be short 90,000 to 110,000 advisors by 2034. Roughly 110,000 advisors, 38% of the workforce holding about 42% of industry assets, are expected to retire this decade.
The finding most people miss sits one line further on: 32% of affluent and high-net-worth investors switch firms when their advisor leaves. A staffing problem and a retention problem are the same problem.
Advisor retirement and transition research
Advisors who move firms typically lose 11% to 22% of the assets they managed, depending on channel. Roughly 40% of advisory assets are expected to transition as advisors retire over the next decade.
Cerulli arrives at nearly the same place as McKinsey by a different route, which is the strongest kind of corroboration.
Canada
Fewer Canadians are working with an advisor
61% of investors work with a financial advisor, down eight points from 2020, with the steepest decline among investors under 45 and those with less than $100,000 invested. 45% now hold a self-directed account, and 30% of those opened it in the previous two years.
A national sample of 7,215 adults weighted to Census data, and the longest-running Canadian investor series we could find.
Canadian advisors on their own succession
31% of Canadian advisors plan to retire within ten years and 44% have no succession plan of any kind. 52% rate their firm's support for managing client transitions as fair or worse.
Sponsored by IG Wealth. Methodology disclosed, sample weighted.
Where Canadian wealth is going
Canadian household investable assets are projected to reach C$11.2 trillion by 2032, with households over 55 holding more than C$7 trillion of that, or 63% of the total. Generation X is forecast to receive roughly C$400 billion in inheritance flows over the decade.
The most serious Canadian transfer forecast we could find. If you have seen a "$1 trillion between generations" figure quoted, see the last group on this page.
What clients say, and what they do
What clients praise when they praise their advisor
Across more than 2,500 client reviews, 89% of what clients praise has nothing to do with investment performance. It is about feeling heard, supported, and understood.
Putting some numbers behind client retention
The advisor at the 90th percentile retained 98% of clients and the advisor at the 10th percentile 84%, with the median advisor at 94%. Retention was associated with how long the relationship had lasted, household assets, pricing, account structure, the number of accounts, and client age.
The study did not measure the conversation, so it cannot say what the spread between advisors comes from. We cite it for the size of the spread.
The inheritance problem, and what advisors say they need
81% of inheritors plan to switch firms within one to two years of inheriting. Asked what capability matters most for serving them, advisors ranked a holistic view of the client and insight they can act on above automating meeting summaries and emails.
The second half is the part worth sitting with. Advisors are asking for understanding, not more automation.
The conversations that aren't happening
51% of advised investors under 40, and 39% over 40, say their advisor has discussed what a future wealth transfer will require. 18% say their advisor has met with or offered to meet other family members.
More useful than any prediction about heirs firing advisors, because it measures what is being done rather than what someone expects to happen.
Why do investors fire their financial advisor?
Of the reasons investors gave in their own words, quality of advice and services accounted for 32% and quality of the relationship 21%, against cost at 17% and investment performance at 11%.
The base matters and we will not quote those percentages without it: 3,003 people surveyed, 185 who had ever fired an advisor, 184 codeable answers. Morningstar's own headline is that firing is rare, which is a finding in its own right and one that complicates the industry's retention anxiety.
Most widows stay, and the industry keeps saying otherwise
Cerulli found 85% of widows and widowers remained with the incumbent advisor after a spouse's death. Kehrer Group and RFI Global, analysing a separate database, put widow departure at about 14% against a 5% baseline across all investing households.
Two datasets, the same answer. Widows are roughly three times more likely to leave than the average client, and the overwhelming majority stay. The transition risk is real and it isn't the catastrophe the industry describes.
The conversation, and what changes it
Can decision makers articulate what they want?
Asked to list what mattered to them in a real decision, people named an average of 5.9 objectives. Shown a master list afterward, they recognised 14.3 as personally relevant, and rated the ones they had missed as nearly as important as the ones they thought of. Given a full week to deliberate, they still missed more than half.
If you read one thing on this page, read this. It is the reason good discovery is hard, and it has nothing to do with whether the advisor is asking in good faith. Almost nobody in this industry cites it.
Up to 75% of people changed at least one of their top three financial goals after going through a structured process, moving from surface goals such as retirement or a house toward underlying motivations.
The financial replication of the finding above. Sample sizes aren't stated in the paper, which is a real limitation. Vendor research.
Does preparing the professional actually change anything?
Across 21 experimental studies covering 1,280 physicians and 10,190 patients, training the professional in how to conduct the conversation raised the odds of the patient following through by 1.62 times.
The only causal evidence we could find, in any field, that equipping the professional changes what the client subsequently does. We quote the experimental figure rather than the larger correlational one that is also available. This is medicine rather than advice, and the effect is a nudge rather than a transformation.
Specificity reads as listening, until it doesn't
In real service conversations, more concrete and specific language predicted higher satisfaction and higher customer spending over the following 90 days, with perceived listening as the mechanism. When the detail wasn't relevant to what the customer had actually raised, concreteness reduced perceived listening.
The boundary condition is the part that matters. Knowing more about someone only helps if you surface the right part of it, which is a caution that applies to us as much as to anyone building in this space.
What communication is actually associated with
Among 1,088 planning clients, scheduled meetings were associated with higher satisfaction, trust and commitment, levelling off around four a year. Educational communication was associated with likelihood of continuing and with share of household assets. Communication about interests and hobbies, past a point, was associated with lower trust.
The closest thing financial advice has to evidence on this question, and it is a cross-sectional self-report survey from 2014. Assets are what the client says in broad bands rather than what the custodian records. We include it because it is the field's best attempt and because its last finding is one we had reached independently.
AI in advice, and what has been measured
How fast AI notetakers actually arrived
The category went from one tracked product to fourteen in a single year, reaching 42.86% adoption among advisory practices. One of the fastest adoption curves ever recorded in advisor technology.
Artificial Intelligence Note Takers Research Report
An independent comparison of six advisor-specific notetakers. Note accuracy ranged from 85.9% to 96.15%, and action-item accuracy from 62.5% to 87.5%.
These tools work, and they work well. The most interesting result is a miss: none of the six caught an implied relationship action tied to an expected family event, because it was never said out loud. That gap is structural rather than a defect.
A field experiment with 5,172 support agents. AI assistance raised productivity 15% on average and about 30% for the least experienced workers, letting two-month hires match the performance of workers with six months or more.
Not a wealth management study, but the clearest evidence anywhere that this kind of assistance compresses the experience curve rather than replacing the expert.
What advice is worth
Estimates advisor value at 4.92%, with behavioural coaching the single largest component at 2.30%, nearly half the total. Not asset allocation, not tax, not product selection. Influencing behaviour.
Their framing of the shift is worth quoting directly: "The differentiator is no longer access to information, but the ability to apply it with judgment, context and discipline." Restricted to financial professionals. Link to Russell rather than hosting.
The emotional and time value of advice
86% of advised investors report more peace of mind, and three in four report saving time. At signup, 87% cited portfolio value as a reason and 74% cited emotional value. After enrolling, 86% reported experiencing emotional benefits.
The gap between why people sign up and what they report afterward cuts both ways. Clients buy portfolio management. The relationship is what they discover later. Vendor survey of its own clients.
The value of financial advisors, in Canada
Between 2010 and 2014, Canadian households that kept their advisor saw assets rise 16.4%. Households that dropped their advisor saw 1.7%.
The only Canadian econometric work we could find on this question, and what it isolates is continuity of the relationship rather than quality of the portfolio. Industry-sponsored research stream.
Every episode takes one moment that tests a relationship: a divorce, a retirement, an advisor change. Each one ends with the same three things. What to say, what to listen for, and what to do next.
28 episodes so far, with short series on advisor change and on divorce. Every episode comes with a one-page brief you can use before the meeting.
We're opening early access to a handful of firms. Your advisors get the brief before their own client meetings for a quarter, and you see what it changes.
