Multifamily Doesn't Have a Technology Problem. It Has a Change Leader Shortage.
AI is reshaping every department in the apartment business. The companies getting results are not the ones with the most tools. They are the ones with leaders who know how to move an initiative from decision to outcome.
SCOTTSDALE, ARIZONA, NOVEMBER 4, 2026 — Most of what you hear about AI in multifamily starts with a tool. A new leasing assistant. A new maintenance platform. A new dashboard that promises to finally connect the PMS, the CRM and the resident portal.
The tool is one of the last steps.
Across more than 200 private executive meetings with owners and operators, I have watched the same pattern repeat. The technology usually works. What stalls is everything around it: who owns the initiative, whether it was aimed at the right problem, whether the data was ready, and whether the people doing the work were ever part of the decision. That is a leadership problem, not a software problem.
The research points to people, not budgets
JLL surveyed more than 2,200 C-suite executives and corporate real estate leaders across 21 countries for its Future of Work Survey 2026. For the first time in 15 years of that research, skills gaps passed budget as the top barrier to real estate transformation. Limited change management expertise was the top constraint for 26% of respondents. And while 78% of leaders expect AI to significantly change their portfolio strategy over the next three to five years, JLL found only 15% are actively transforming their operations today.
Joseph Cazier of Arizona State University's Center for AI and Data Analytics sees the same thing from the analytics side. He teaches that close to 90% of AI and analytics initiatives get stuck in the pilot phase or never deliver meaningful business value, and that the cause is rarely the math. It is the last mile: turning insight into action.
The Five Manageable Tasks
The framework I use with operators is the one Cazier teaches. He is the author of Leading in Analytics: The Seven Critical Tasks for Executives to Master in the Age of Big Data (Wiley, 2023). The Five Manageable Tasks were first laid out by Karl Kempf of Intel in the INFORMS Analytics Body of Knowledge, and Cazier has spent years teaching leaders how to put them into practice.
They are called manageable because each one is something the business side can actually do something about. Manage all five well and you will still miss occasionally, but you will succeed far more often. Let any one of them fail and the whole initiative can come down.
Here is the order that gets results.
1. The team
Before any tool, three people have to be on the same page. Cazier calls this the minimum viable team.
- The executive champion sets the direction, secures the resources, removes roadblocks and models the change. People watch what executives do, not just what they say.
- The business process owner lives inside the work being changed: the regional manager, the community manager, the maintenance supervisor, the leasing lead. They know where the real friction is, and they are the ones who will have to work differently.
- The technical native knows the systems, the integrations and what will actually run in your environment.
Miss one and the initiative stalls. Without a champion there is no budget and no authority. Without the process owner, the people who have to use the solution reject it because they never had a say. Without the technical native, it stays an idea.
Cazier's book started with the problem. Over time he moved the team to the front, because without a team ready to act, no value is created, no matter how good the insight is.
2. The problem worth solving
Once the team is together, the real problem shows up. Don't spend time and money solving the wrong problem. It wastes resources and it erodes trust in whatever you try next.
Most problems arrive as symptoms. Leads are down. Renewals are slipping. Turns are taking too long. Each of those could have a dozen causes. Cazier teaches a simple discipline from the analytics world: keep asking why until you reach the cause, not the symptom. Charles Kettering, who led research at General Motors for decades, put it this way: "A problem well stated is half solved."
Consider a portfolio watching occupancy slip. The first instinct is to buy more leads. A team that keeps asking why might find that lead volume is fine and prospects are falling away after the first tour. Those are two different problems with two different solutions, and only one of them is worth funding.
3. The data
Now you have the team and the right problem, one that will sustain support. Then look at your data.
- Who owns it?
- Where is it?
- How do we access it?
- Is it structured or unstructured?
- How will it support what you want AI to do to solve that problem?
In multifamily the answers are rarely simple. Resident data, leasing activity, work orders and financials often sit in different systems with different owners. That is not a reason to wait. It is a reason to ask these questions before you buy anything.
4. Then and only then, the tool
A productive conversation about a tool happens when the first three steps come first. You know who will use it, what problem it solves and what data it needs. That is how you choose better tools, and how you avoid buying a solution in search of a problem.
5. Execution
Quick wins. Momentum. Confidence. Cazier points out that the longer people wait for results, the less interested they become, so speed and visible impact matter. An initiative the organization can't see working is one it will quietly abandon.
Execution is also where the people side of change shows up. A new process lands on a team that is already stretched, and uncertainty is the default. The fact is you can't change people. But with change communications training, we're equipping leaders with the skills to create psychological safety in a time when people can be uncertain.
That is the work Alex Resnick, CEO of Evolve Leadership, leads inside our CCML program. He teaches that resistance is rarely about the change itself. The brain treats what is unfamiliar as a threat, and defensiveness follows. When people feel seen, heard and understood by their leader, they become far more receptive to what comes next. In practice that looks like a leader who:
- Pauses before reacting. Notice the first reaction, then choose a response instead of defaulting to it.
- Stays curious instead of judgmental. People bring their own history to every change. Curiosity lowers the temperature without lowering the standard.
- Separates facts from blame. "The report was due Friday and came in Monday" is a fact the team can solve. "You're slacking" is a judgment that starts a defense.
- Is hard on the problem and soft on the person. Soft doesn't mean coddling or letting anyone off the hook. It means the conversation stays on what happened, not on who someone is.
Leaders don't control whether people change. They control whether people feel safe enough to try.
This is where the differentiation happens and where people thrive. New possibilities and new capabilities are formed.
The real shortage is change leaders
In 2011, the McKinsey Global Institute warned that the United States faced a shortage of 140,000 to 190,000 people with deep analytical skills. That was the number everyone remembered. The bigger number in the same research was 1.5 million managers and analysts who could use data to make decisions.
By 2018, McKinsey was writing about the analytics translator, the person who bridges technical experts and frontline operators. The McKinsey Global Institute estimated U.S. demand for translators could reach two to four million by 2026.
Cazier makes this point often. For every person who builds something, an organization needs roughly ten more who can put it into practice. They don't write code. They understand the organization, bring functional expertise, stay curious, have a vision for impact and are respected enough to bring people with them.
That is a change leader.
Multifamily needs far more of them. Harvard's Joint Center for Housing Studies counted almost 12,000 property management companies operating apartment properties of 50 units or more in a June 2026 working paper based on Yardi Matrix data. Every one of those companies is being asked to rethink leasing, maintenance, resident communication, accounting and reporting at the same time. Every one of them needs leaders who can make change stick.
From optimizing to designing
Most of us inherited the teams we lead. Someone else assembled them, or we acquired them. Even the buildings we operate were designed by someone else. For years, the job was to optimize what we were given.
Now we design. Every department in the apartment business is being reimagined. Every single one. The leaders who do well in this next chapter will be the ones who can bring a team together, find the right problem, respect the data, choose the tool last and execute in a way that gives their people confidence.
The road to 1,000 change leaders
This is why we built the Certified Change Management Leader (CCML) designation. It is awarded by the Multifamily Innovation® Council, which I chair. Joseph Cazier teaches the framework portion of the program, and Alex Resnick teaches change communications. Participants apply it to a real initiative from day one, alongside the job they already have.
Our goal is to designate 1,000 change leaders in multifamily. Almost 12,000 companies manage America's apartment communities. We're starting with 1,000.
See it on Day 2 of the Summit
December 2, Day 2 of the Multifamily Innovation® Technology & AI Summit, is built around this. In the morning, Alex Resnick leads "The Operator's Edge: Execution Over Adoption," on why the operators who outperform this year will be the ones whose teams actually follow through. In the afternoon, Cazier takes the main stage with "Data Driven Structure to Leadership, AI, and Technology Applied to Multifamily." He walks through the framework and how to apply it to AI, technology, facilities and operational decisions. Right after, tables work through it together in a peer-to-peer session built around their own initiatives.
See the Day 2 agenda and register
One question to take back to your team this week: which of the five tasks do you skip most often?
Every business is a bet on people.