Customer story
How Sarasota Memorial Turns 2 Months of Transformation Work Into 2 Weeks
With less than 1 hour of guidance, an initial plan was built, tested through 37 adaptive conversations across 9 departments, pivoted in 2 critical ways, and organized into 6 owned workstreams.
A Sarasota Memorial field case developed with Tiffany Arnold, Director of Inpatient Nursing.
The fact is that I spend less than one hour on this, and I have almost an entire project ready to execute on. And that’s pretty amazing for me.
Director of Inpatient Nursing
At a glance
Figure 1
With vs. Without Latent Variables
Time to the same level of readiness
2 weeks
2 months
Sponsor time
<1 hour
>1 working week
Additional Sarasota estimate
50 hours of re-education potentially avoided
Sarasota began with an unresolved operating problem
At Sarasota Memorial Hospital, changes to diagnostic and procedural schedules sometimes left patients and families waiting without reliable information. Bedside nurses fielded their questions even when the most current timing information sat elsewhere in the hospital.
Sarasota knew the outcome it wanted: clearer, more reliable communication with patients during delays. However, it had not yet determined the right intervention.
Transformation and improvement leaders often know the outcome they need but lack the time and operating evidence required to design the right intervention. Plans are therefore built from leadership assumptions and tested only after education or rollout makes them expensive to change.
Latent Variables built a testable first intervention around Sarasota’s initial objective. The first iteration centered on consistent bedside language, supporting education, and a rollout plan.
That gave Sarasota something concrete to test. It also contained assumptions about what nurses needed and where the underlying problem actually originated.
“I went into this with no solution.”
Director of Inpatient Nursing
See how this could work for you.
Discuss a transformation →Adaptive voice-agent fieldwork surfaced what Sarasota had not known to ask
Latent Variables conducted 37 private, adaptive voice interviews across all nine departments involved. Each conversation began with Sarasota’s objective and shared lines of inquiry, then followed the participant’s examples into the work as it actually happened. The structure was designed to surface both known unknowns and unknown unknowns: answers to questions Sarasota already knew to ask and operating constraints it had not anticipated. In this case, it revealed resistance to scripts and a previously unrecognized gap in nurses’ access to reliable timing information.
Neither finding existed in Sarasota’s systems of record. Latent Variables compared evidence across participants and functions, identified where the initial intervention needed to change, and presented those changes to the sponsor for approval.
37
one-on-one, in-depth voice interviews
9
departments
Figure 2
From one objective to six owned workstreams
Sponsor objective
1
unresolved problem
Voice-agent fieldwork
37
one-on-one, in-depth voice interviews
Operating reach
9
departments
Sponsor decisions
2
changed before rollout
Built
6
owned workstreams
How the voice-agent fieldwork worked
Each participant spoke for 10 -15min 1-on-1 with a Latent Variables voice-agent. The fieldwork approach was adapted from our self-healing campaigns: beginning with a defined objective, then allowing each conversation to pursue relevant evidence the sponsor did not know to specify in advance. The conversations did not follow a fixed script. Agents asked for examples, clarified what happened in practice, and followed relevant threads. After all 37 interviews, Latent Variables compared the evidence and presented the resulting changes for sponsor approval.
The operating read included bedside nurses and unit leaders, along with representatives from patient flow, medical leadership, quality and risk, diagnostic and procedural areas, and executive leadership. They each spoke to what happened when schedules changed, what nurses could say with confidence, and where reliable timing information came from.
The campaign did more than document bedside frustration. By following the work across departments, it surfaced how schedules, handoffs, providers, and procedural areas shaped what nurses knew and when they knew it. The timing-information gap was not part of Sarasota’s starting hypothesis; it emerged from the interviews.
Figure 3
Two decisions changed before rollout
Initial direction
Standardized bedside scripting
Revised program
Adaptable communication boundaries
Initial direction
Bedside language as the central issue
Revised program
Communication + reliable timing information
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Discuss a transformation →Nurses needed boundaries, not a script
Staff originally supported clearer patient communication but resisted wording that felt like a recital. Nurses needed room to respond naturally to the person and situation in front of them without making a timing promise controlled by another department or provider.
There was some clear feedback that they don’t want us to script them. I don’t want to feel like we’re scripting them. So the way we educate and present on that is going to be different, based on that feedback.
Director of Inpatient Nursing
Sarasota revised the intervention around approved communication boundaries: what was known, what was still being confirmed, what would happen next, and when the patient could expect another update. Nurses could use the guidance in their own voice.
The problem extended upstream
The conversations revealed that better bedside language would not solve the problem. Nurses sometimes lacked timely access to reliable information. A schedule, status board, message, or handoff might not reflect current operations. In some cases, the bedside nurse learned about a change shortly before the patient did.
Sarasota therefore updated the intervention to address the constraint. The revised work covered access to timing information, ownership for confirming updates, advance notice when possible, and a path nurses could follow when available signals conflicted.
Latent Variables built the revised intervention and execution materials
With the sponsor’s approval, Latent Variables used the fieldwork findings to rebuild the intervention and produce the materials needed to run it:
Figure 4
What Latent Variables built
Execution materials
Delay communication guide
Action tracker
Weekly review process
Scorecard
Six owned workstreams in the action tracker
The six workstreams covered both the communication guidance and the hospital processes that determined whether nurses had reliable timing information. Each workstream closed only when the decision was recorded or the target condition was met.
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Discuss a transformation →In 2 weeks, compared with 2 months conventionally
Sarasota completed the planning, voice-agent fieldwork, sponsor review, and execution materials in two weeks. The process began with one unresolved objective, gathered evidence from 37 people across nine departments, changed two decisions, and produced six owned workstreams.
Sarasota estimates that reaching the same level of readiness through a conventional internal process would have required more than one working week of sponsor time, plus another 50 to 100 hours across the cross-functional team. It estimates that the process would have spanned approximately two months. The sponsor spent less than one hour guiding Latent Variables.
This did not represent a headcount or budget reduction. Instead, the time compression returned leadership, research, facilitation, project-management, and operating capacity to other priorities.
Changing course before rollout avoided an estimated 50 to 200 hours of re-education
Sarasota estimates that changing the program after rollout would have required additional cross-functional meetings and approximately one hour of education or follow-up for each of 50 to 200 employees. Changing the intervention before rollout therefore avoided an estimated 50 to 200 hours of re-education, before counting redesign, reapproval, and additional coordination.
What this case demonstrates
Sarasota began with a defined operating objective, not a predetermined solution. Latent Variables gathered evidence that did not exist in Sarasota’s systems of record. That evidence changed two material decisions before education or rollout. The changes flowed directly into six sponsor-approved workstreams with owners and measures. Sarasota retained judgment, decision authority, and accountability throughout the process.
This is what a voice-agent-enabled transformation office looks like in practice: leadership sets the objective, adaptive conversations surface otherwise invisible evidence, the intervention changes before rollout, and the approved changes become owned workstreams with measures.
The same operating pattern can support ERP, CRM, EHR, and AI adoption; M&A integration; restructuring and operating-model changes; enterprise communications; and frontline process improvement.
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