User Persona
beta · Family discovery-docs · Phase discover · Sizes lean, full · ~2,150 tokens
The document that says who a product is being built for, grounded in user research rather than in invention. Lean names a specific person’s identity, goals and pains; full adds how they behave in context, a scenario, and the evidence tier a reader needs to know how much research actually stands behind the picture.
How to tell whether you need one, how to pick lean or full, and how to grade what comes back before a team starts designing against it.
Before you start: is this the right document at all?
Section titled “Before you start: is this the right document at all?”Write a user persona when a product or design decision is being argued from an average user or a guess, and you need to argue it from a specific, researched person instead. Nielsen Norman Group states the standard this document exists to meet: a persona must be based on user research to accurately represent a product’s users, not on what a team assumes a user wants.
Write something else if:
| You actually need | Because |
|---|---|
| a buyer persona | you need insight into a purchase decision, the attitudes, concerns, and decision criteria that drive someone to choose you, a competitor, or the status quo. A profile that only lists individual characteristics reveals nothing about how to influence that decision, which is exactly what a buyer persona is built to do and a user persona is not |
| an anti-persona | you want to name the customer type a team deliberately does not want, built from its own data the other way around. It ships as a separate document once a positive persona exists, not a section inside this one |
| a market segment | you need a strategic, faceless grouping tool for a strategy that already exists. This document is a tactical, humanized single-character tool used early, to see the product through one representative person’s eyes before a strategy is set |
| an empathy map | you need a single-session workshop canvas for understanding a stakeholder in one specific context. It is a structurally different artifact from this document, and choosing one does not rule out the other |
Write nothing at all if no design or product decision is actually turning on knowing who this person is. The document exists to let a team argue from a specific person instead of a vague average; if nobody is going to make that argument, there is no argument to ground.
One posture worth adopting before you start. The evidence behind a persona is a spectrum, not a pass or fail: a proto-persona built from workshop assumptions with no new research sits at one end, and a statistically clustered persona built from a large survey sits at the other. Neither is illegitimate. What is illegitimate is labelling one tier while the document actually rests on the other, so decide, honestly, which tier you are building before you fill in a single field.
Picking a variant
Section titled “Picking a variant”Lean carries Who They Are, Goals and Motivations, and Pains and Barriers: enough to name a specific person and ground a design conversation in someone other than the designer. Use it when a team needs a shared reference point fast and a full research programme has not run yet.
Full adds Context of Use, Scenarios, and Evidence Basis, the three sections a reader needs to see how this person actually behaves and how much research stands behind the picture. Use it once a decision genuinely turns on knowing this person’s situation, not just their goals and pains, and once you have enough behind you to fill Evidence Basis honestly rather than leave it a guess wearing a field’s shape.
The signal to move from lean to full is not a calendar, it is a question: does the next decision depend on where, when, or how this person actually uses the product, or on seeing a concrete path they take through it? If the answer is no, lean is not a smaller version of the job, it is the whole job for that decision.
A persona untouched for years is not automatically wrong, but named triggers exist for revisiting one: a business change, a competitive change, or a shift in who is actually using the product. Build the revisit trigger into Evidence Basis on the full variant rather than leaving the decision to whoever next remembers the document exists.
The rubric
Section titled “The rubric”Score each row 0, 1 or 2. Under 11 out of 16 on a full persona, and a team will design against a situation or a research claim that is not actually there, which is a worse failure than designing against no persona at all. Under 6 out of 8 on a lean persona, and the document is not yet a specific person, it is a set of labelled boxes a reader still has to fill in themselves before they can argue anything from it. The lean variant scores against fewer rows because it does not ship the three sections a behavioral or evidentiary decision depends on; the scope table below says which.
| # | Criterion | 0 | 1 | 2 |
|---|---|---|---|---|
| 1 | Goals are sourced | A goal appears with no evidence column filled in, or the column says only “user research” with nothing a reader could go check | An evidence column names a method, but not enough for a reader to find the actual thing it points to, no count, no date, no way to locate it | A reader could go find the interview, ticket pattern, or observation named and see this exact goal for themselves |
| 2 | Quote earns its place | No quote, or a quote that reads like a mission statement anyone in the role could have written | A quote exists, but nothing in it or the background could not apply to any person in that role at any company | The quote states something specific enough that only someone who actually talked to this population would have produced it, and the background places the person without extra demographic fields |
| 3 | Barrier paired with cost | A pain or barrier is listed with no stated impact and no evidence | An impact is stated, but it is generic enough to describe any frustration (“communication could be better”) | The barrier names a concrete cost to this specific person, is paired with the goal it blocks, and states where it was observed or heard |
| 4 | Field earns its place | Fields are stacked with no bearing on a design decision, and nothing states why they are there | Some fields beyond the essentials are present, but nothing in the document says what decision any one of them would change | Every field, if removed, would change what a reader could confidently decide or build; nothing in the document is there because a template elsewhere had it |
| 5 | Context changes a decision (full only) | A context row restates the persona’s role, or answers a yes/no question with no detail behind it | A context row states a real fact, but nothing about it would change what actually gets built | At least one context row, if it were wrong, would change a real design or engineering choice, and you can name which one |
| 6 | Scenario has an outcome (full only) | The scenario is a single sentence, or walks through product screens with no want and no outcome | The scenario has a beginning, middle, and end, but you could swap in a different persona’s name and nothing would need to change | The scenario names a specific want, a specific path through the product tied to that want, and an outcome that could plausibly have gone the other way |
| 7 | Tier matches its basis (full only) | The evidence tier is a label like “research-backed” with no basis stated underneath it | A tier is named and a basis is stated, but the basis does not actually support the tier claimed, for example “qualitative” with zero interviews behind it | The stated tier and the stated basis agree, and a reader could check the basis against a plain definition of that tier and reach the same label |
| 8 | Revisit trigger stated (full only) | No revisit trigger is stated, or it names a fixed calendar date with no reasoning behind it | A trigger is named, but it is generic enough to apply to any persona for any product (“when things change”) | The trigger names a specific kind of event, a business change, a competitive change, or a shift in who is actually using the product, that a reader would recognize the moment it happened |
Which rows apply to what. Full ships all eight rows because a design decision that depends on situation, path, or research strength depends on all of them. Lean ships only the four rows that do not require a section it does not carry.
| Document | Rows | Maximum | Score against |
|---|---|---|---|
| lean | 1, 2, 3, 4 | 8 | 6 |
| full | all 8 | 16 | 11 |
Anti-patterns
Section titled “Anti-patterns”Treating an unresearched persona as though it were evidence-backed. A proto-persona built openly from workshop assumptions is not a lesser document, it is this same format used honestly. The failure is not building one at the lightest tier, it is labelling it as though it sat at a heavier one.
Adding fields past what changes a decision. A persona’s population coverage shrinks combinatorially as attributes accumulate, worked through to roughly 134 people in the whole United States for a 21-attribute example. Every field added makes the persona describe fewer real people, and each one should earn its place by changing what a reader would build or decide.
Citing the 900 percent statistic, or figures like it, as fact. The widely circulated persona-effectiveness number traces to a single uncontrolled case study that bundled persona work with a full site redesign, a content overhaul, and an email-automation change, with no comparison group and no isolation of the persona variable. The number is real; it supports nothing about personas specifically, and repeating it in your own document does not make it more credible.
Treating the persona as an isolated UX deliverable. The documented account of why personas fail in practice is organizational rather than method-level: not an endeavor undertaken by one team and unveiled like a piece of artwork, and not a stack of handouts nobody actually opens. A persona that nobody outside its authors ever consults has already failed, whatever its content says.
Building a persona to justify a decision already made. Persona use has been documented as serving primarily to justify decisions made on other grounds rather than informing them. If every goal in the table happens to match a feature already on the roadmap, that is worth noticing, not celebrating.
Letting a persona go stale. Named triggers exist for revisiting one: a business change, a competitive change, or a shift in who is actually using the product. A persona left untouched for five or more years is, in the field’s own description, performing about as well as a dull knife on steak, and a stated revisit trigger is what keeps that from happening quietly.
Writing pains and barriers that quietly exclude disability. Naming, imagery, and accessibility are three concrete bias vectors in how pains and barriers get written. A persona for a broad user base that never names a disability-related barrier is making a choice, not an omission, and the choice should be a deliberate one, not a default.
Letting a persona harden into a marketing segment wearing a person’s name. This pattern has a name in the field’s own literature: marketing segments masquerading as personas. It is a different failure from an unresearched persona, the document still looks like a persona, but the research behind it has quietly been replaced by a market category, and a reader has no way to tell from the page alone.
When it is good enough
Section titled “When it is good enough”When every goal and pain in the table has a source a reader could actually go check, when no field is on the page because a template elsewhere had it, and, for the full variant, when a reader can point to one context factor or one scenario step that would change what actually gets built.
Then delete every HTML comment, and treat the evidence tier as the honest floor of the document rather than a label chosen to sound more credible than the work behind it supports. That distinction, between what the research shows and what a team would prefer it showed, is what this document exists to protect.
The artifacts
Section titled “The artifacts”user-persona_template-lean.md · ~2,150 tokens
---title: "{{persona_name}} User Persona"persona_name: "{{persona_name}}"persona_role: "{{persona_role}}"product_or_team: "{{product_or_team}}"owner: "{{owner}}"status: "{{status}}"last_updated: "{{date}}"doc_type: user-personasize: leansource_template: user-personasource_template_version: 0.1.0---
<!--LEAN USER PERSONA. The smallest persona that is still a real one: who this person is, what they are actuallytrying to do, and what gets in their way, each grounded in research rather than invention. Use it to give adesign conversation a specific person to argue from, before you have the interview count or workshop time forContext of Use, Scenarios, and a declared evidence tier (see user-persona_template-full.md). To grow it intothe full variant, ADD sections after Pains and Barriers; never rename or reorder the ones below, because thefull variant is a strict superset of this one.
WHAT A USER PERSONA IS, AND IS NOTIt says who a product is being built for, grounded in research rather than in invention. It is NOT a buyerpersona (a different artifact answering the purchase decision, not product use), NOT an anti-persona (thecustomer type you deliberately do not want, published as its own sibling document once a positive personaexists), NOT a market segment (a strategic, faceless grouping tool used once a strategy exists, where this isa tactical, single-character tool used early), and NOT an empathy map (a single-session workshop canvas,structurally distinct even though the two are often used together). See user-persona_companion.md section 8.
EVERY PERSONA CARRIES AN HONEST EVIDENCE FLOOR, EVEN THIS ONE. This lean variant does not ship a declaredevidence-tier field, but that does not exempt it from having one honestly in mind: if this persona is builtfrom assumptions rather than interviews, say so out loud when you share it, the same way the full variant'sEvidence Basis section requires in writing. See user-persona_companion.md section 3 (Anatomy > EvidenceBasis) and section 4 (Variants and sizing).
HOW TO FILL THIS IN1. Read the comment under each heading: WHAT it wants, WHY it matters (with a pointer into user-persona_ companion.md), guiding questions to ASK, a GOOD and a WEAK example, and the TRAP to avoid. For tables, PRIORITY explains the ordering rule and ROW HINT says what a good row contains.2. Replace each {{placeholder}} with your content. Every goal and every pain needs an evidence column filled in with where you actually learned it, not what the product team assumes.3. If a section does not apply, write "N/A" and one line of why, rather than deleting it.4. This document should be revisited as your understanding of this person changes, not filed once and forgotten. Before you circulate it: self-grade against user-persona_guide.md, then DELETE every HTML comment. They are guidance, not content.-->
# {{persona_name}} User Persona
## Who They Are
<!-- WHAT The identity block: a name, a role, a short quote in the persona's own voice, and enough background to place them, without stacking demographic fields that do not change a design decision. WHY This is the near-universal baseline across published persona formats: a name, a role, and a quote, and its content stays consistent across sources for a reason, it is the minimum a reader needs to argue a design from a specific person's point of view instead of an average or a guess. Deep dive: user-persona_companion.md section 3 (Anatomy > Who They Are). ASK Who is this person? What is their role or job? What is one thing they would actually say, in their own words, about their work? What context does a reader need to place them, without listing every demographic fact you could gather? GOOD "Name: Renata Ibarra. Role: Overnight shift lead, regional distribution warehouse. Quote: 'I don't need a report, I need to know who's not showing up before the trucks arrive.' Background: Runs a 40-person overnight crew across three loading docks; has covered a no-show shift herself four times this quarter. (Quote and detail from the March 2026 shift-lead interviews, n=9.)" WEAK "Renata is a hardworking supervisor who wants to do her job well and values good communication." (no quote, no source, and nothing here that could not apply to any supervisor at any company) TRAP Stacking demographic fields, age, marital status, income bracket, because a template elsewhere has them. Every field you add narrows who the persona actually describes: the companion's curse-of-dimensionality math (section 7) works a 21-attribute persona down to roughly 134 people in the whole United States. Add a field only when it would change a design decision. -->
- Name: {{persona_name}}- Role: {{persona_role}}- Quote: "{{persona_quote}}"- Background: {{persona_background}}
## Goals and Motivations
<!-- WHAT The goals and motivations that come from actually talking to people in this role, not from what the team assumes they want. WHY Nielsen Norman Group states the baseline plainly: personas must be based on user research to accurately represent a product's users. This section is where that standard is tested hardest, because an invented goal reads exactly like a researched one until someone asks for the evidence column. Deep dive: user-persona_companion.md section 3 (Anatomy > Goals and Motivations). ASK What is this person trying to accomplish? Why does it matter to them specifically, not to the product team? How do you know, an interview, a support-ticket pattern, a field observation? PRIORITY Order goals by how often they surfaced in your research, not by how well they justify a feature already planned. A goal with no evidence column filled in is a guess wearing a goal's shape. ROW HINT A good row states a goal a real person would recognize as their own, why it matters to them, and where you learned it. A weak row is a goal that only makes sense from the product's point of view. GOOD | Know who won't show up before the trucks arrive | A single missed no-show cascades into a missed dock window | March 2026 shift-lead interviews (n=9), raised by 7 of 9 | WEAK | Wants better visibility | | | TRAP Writing goals the product team already wants to hear, rather than goals a real interview actually produced. If every goal in this table happens to match a feature already on the roadmap, that is worth noticing, not celebrating. -->
| Goal | Why it matters | Evidence (how you know) ||---|---|---|| {{goal_statement}} | {{goal_rationale}} | {{goal_evidence}} |
## Pains and Barriers
<!-- WHAT The obstacles and frustrations paired with the goals above, each with enough evidence that a reader could go check it. WHY Every published format this research read pairs a goals field with an obstacles field; the pair is what turns an identity sketch into something a team can actually design against. This section is also the one most exposed to the equity critique the research found: naming, imagery, and accessibility are three concrete bias vectors in how pains get written. Deep dive: user-persona_companion.md section 3 (Anatomy > Pains and Barriers), section 7 (anti-patterns). ASK What gets in the way of the goals above? What does it cost this person when it happens? Where did you observe or hear this? PRIORITY Order by how much the barrier actually blocks the goal it pairs with. A barrier that never surfaced in research does not belong here no matter how plausible it sounds. ROW HINT A good row names a specific obstacle, its concrete impact, and its source. A weak row is a vague complaint with no evidence. GOOD | The scheduling board only updates from a desktop terminal | Finds out about a no-show after the shift has already started, not before | March 2026 shift-lead interviews (n=9) | WEAK | Communication could be better | | | TRAP Writing pains and barriers that quietly exclude disability. A persona that never names a disability-related barrier for a broad user base is making a choice, not an omission. -->
| Pain or Barrier | Impact | Evidence (how you know) ||---|---|---|| {{pain_statement}} | {{pain_impact}} | {{pain_evidence}} |user-persona_template-full.md · ~3,800 tokens
---title: "{{persona_name}} User Persona"persona_name: "{{persona_name}}"persona_role: "{{persona_role}}"product_or_team: "{{product_or_team}}"owner: "{{owner}}"status: "{{status}}"last_updated: "{{date}}"evidence_tier: "{{evidence_tier}}"doc_type: user-personasize: fullsource_template: user-personasource_template_version: 0.1.0---
<!--FULL USER PERSONA. Everything the lean variant carries, plus Context of Use, Scenarios, and Evidence Basis,the three sections a reader needs to see how this person actually behaves and how much research standsbehind the picture. Use it once you have enough research, interviews, a workshop, field observation, to fillEvidence Basis honestly, and once a decision genuinely turns on knowing this person's situation and not justtheir goals and pains.
THIS VARIANT IS A STRICT SUPERSET OF THE LEAN ONE. The three lean sections appear here under the sameheadings and in the same order, with the same placeholders; three sections are added after Pains andBarriers. If you started lean, grow into this without rewriting anything you already filled in.
WHAT A USER PERSONA IS, AND IS NOTIt says who a product is being built for, grounded in research rather than in invention. It is NOT a buyerpersona (a different artifact answering the purchase decision, not product use), NOT an anti-persona (thecustomer type you deliberately do not want, published as its own sibling document once a positive personaexists), NOT a market segment (a strategic, faceless grouping tool used once a strategy exists, where this isa tactical, single-character tool used early), and NOT an empathy map (a single-session workshop canvas,structurally distinct even though the two are often used together). See user-persona_companion.md section 8.
A PROTO-PERSONA IS NOT A DIFFERENT FORMAT, IT IS THIS DOCUMENT AT ITS LIGHTEST EVIDENCE TIER. If EvidenceBasis below honestly says "proto, built from workshop assumptions, no new research," that is not a lesserdocument, it is this same format used honestly. What is not acceptable is filling in Evidence Basis with aresearch-sounding tier the work does not actually support. See user-persona_companion.md section 3 (Anatomy> Evidence Basis) and section 4 (Variants and sizing).
HOW TO FILL THIS IN1. Read the comment under each heading: WHAT it wants, WHY it matters (with a pointer into user-persona_ companion.md), guiding questions to ASK, a GOOD and a WEAK example, and the TRAP to avoid. For tables, PRIORITY explains the ordering rule and ROW HINT says what a good row contains.2. Replace each {{placeholder}} with your content. Every goal, pain, and context factor needs an evidence column filled in with where you actually learned it, not what the product team assumes.3. If a section does not apply, write "N/A" and one line of why, rather than deleting it.4. This document should be revisited as your understanding of this person changes, not filed once and forgotten, and Evidence Basis below names what should trigger that revisit. Before you circulate it: self-grade against user-persona_guide.md, then DELETE every HTML comment. They are guidance, not content.-->
# {{persona_name}} User Persona
## Who They Are
<!-- WHAT The identity block: a name, a role, a short quote in the persona's own voice, and enough background to place them, without stacking demographic fields that do not change a design decision. WHY This is the near-universal baseline across published persona formats: a name, a role, and a quote, and its content stays consistent across sources for a reason, it is the minimum a reader needs to argue a design from a specific person's point of view instead of an average or a guess. Deep dive: user-persona_companion.md section 3 (Anatomy > Who They Are). ASK Who is this person? What is their role or job? What is one thing they would actually say, in their own words, about their work? What context does a reader need to place them, without listing every demographic fact you could gather? GOOD "Name: Renata Ibarra. Role: Overnight shift lead, regional distribution warehouse. Quote: 'I don't need a report, I need to know who's not showing up before the trucks arrive.' Background: Runs a 40-person overnight crew across three loading docks; has covered a no-show shift herself four times this quarter. (Quote and detail from the March 2026 shift-lead interviews, n=9.)" WEAK "Renata is a hardworking supervisor who wants to do her job well and values good communication." (no quote, no source, and nothing here that could not apply to any supervisor at any company) TRAP Stacking demographic fields, age, marital status, income bracket, because a template elsewhere has them. Every field you add narrows who the persona actually describes: the companion's curse-of-dimensionality math (section 7) works a 21-attribute persona down to roughly 134 people in the whole United States. Add a field only when it would change a design decision. -->
- Name: {{persona_name}}- Role: {{persona_role}}- Quote: "{{persona_quote}}"- Background: {{persona_background}}
## Goals and Motivations
<!-- WHAT The goals and motivations that come from actually talking to people in this role, not from what the team assumes they want. WHY Nielsen Norman Group states the baseline plainly: personas must be based on user research to accurately represent a product's users. This section is where that standard is tested hardest, because an invented goal reads exactly like a researched one until someone asks for the evidence column. Deep dive: user-persona_companion.md section 3 (Anatomy > Goals and Motivations). ASK What is this person trying to accomplish? Why does it matter to them specifically, not to the product team? How do you know, an interview, a support-ticket pattern, a field observation? PRIORITY Order goals by how often they surfaced in your research, not by how well they justify a feature already planned. A goal with no evidence column filled in is a guess wearing a goal's shape. ROW HINT A good row states a goal a real person would recognize as their own, why it matters to them, and where you learned it. A weak row is a goal that only makes sense from the product's point of view. GOOD | Know who won't show up before the trucks arrive | A single missed no-show cascades into a missed dock window | March 2026 shift-lead interviews (n=9), raised by 7 of 9 | WEAK | Wants better visibility | | | TRAP Writing goals the product team already wants to hear, rather than goals a real interview actually produced. If every goal in this table happens to match a feature already on the roadmap, that is worth noticing, not celebrating. -->
| Goal | Why it matters | Evidence (how you know) ||---|---|---|| {{goal_statement}} | {{goal_rationale}} | {{goal_evidence}} |
## Pains and Barriers
<!-- WHAT The obstacles and frustrations paired with the goals above, each with enough evidence that a reader could go check it. WHY Every published format this research read pairs a goals field with an obstacles field; the pair is what turns an identity sketch into something a team can actually design against. This section is also the one most exposed to the equity critique the research found: naming, imagery, and accessibility are three concrete bias vectors in how pains get written. Deep dive: user-persona_companion.md section 3 (Anatomy > Pains and Barriers), section 7 (anti-patterns). ASK What gets in the way of the goals above? What does it cost this person when it happens? Where did you observe or hear this? PRIORITY Order by how much the barrier actually blocks the goal it pairs with. A barrier that never surfaced in research does not belong here no matter how plausible it sounds. ROW HINT A good row names a specific obstacle, its concrete impact, and its source. A weak row is a vague complaint with no evidence. GOOD | The scheduling board only updates from a desktop terminal | Finds out about a no-show after the shift has already started, not before | March 2026 shift-lead interviews (n=9) | WEAK | Communication could be better | | | TRAP Writing pains and barriers that quietly exclude disability. A persona that never names a disability-related barrier for a broad user base is making a choice, not an omission. -->
| Pain or Barrier | Impact | Evidence (how you know) ||---|---|---|| {{pain_statement}} | {{pain_impact}} | {{pain_evidence}} |
## Context of Use
<!-- WHAT The situational and behavioral facts, device, environment, frequency, workarounds already built, that shape how this person actually uses a product, distinct from what they want (Goals) and what stops them (Pains). WHY The original build spec called for a standalone Behaviors section; the research instead found that structure in only one of six published formats read, while the rest fold the same material into a broader situational block. This section follows the core the sources actually share rather than inventing a section to satisfy the spec as originally written. Deep dive: user-persona_ companion.md section 3 (Anatomy > Context of Use). ASK Where and when does this person actually use the product? What device or environment? How often? What workaround have they already built because the product does not do this today? PRIORITY Order rows by how much getting the factor wrong would change what you build, hardest constraint first. One row per context factor that would change a design decision; a factor that would not change anything you would build does not earn a row at all. ROW HINT A good row names a concrete factor, states what is actually true for this person, and where you learned it. A weak row restates the persona's role instead of a new fact. GOOD | Device during a shift | Handheld radio and a shared floor terminal, never a laptop | March 2026 shift-lead interviews (n=9) and a floor observation shift | WEAK | Uses the system | Yes | | TRAP Turning this into a second Who They Are section. If a row does not describe a situation, a device, a frequency, or a workaround, it belongs in Who They Are above or nowhere. -->
| Factor | Detail | Evidence (how you know) ||---|---|---|| {{context_factor}} | {{context_detail}} | {{context_evidence}} |
## Scenarios
<!-- WHAT One scenario showing this person actually using the product, structured as a beginning (what they want), a middle (what they do with the product and why), and an end (whether it worked). WHY Only one of the published formats this research read names Scenarios as its own section, structured exactly this way; the rest fold the same material into a broader context block or omit it. This is a genuine minority practice, not an absent one, which is why it ships as its own full-only section rather than being merged into Context of Use above. Deep dive: user-persona_ companion.md section 3 (Anatomy > Scenarios), section 6 (contested boundary on whether Scenarios is its own section). ASK What does this person want to achieve in this moment? What do they actually do with the product to get there, and why that path? Do they succeed, and how would you know? GOOD "Beginning: Renata needs to know before 5am whether her overnight crew is fully staffed. Middle: She opens the app on the floor terminal, filters to her shift, and sees two unconfirmed slots highlighted before she is due at a status meeting; she texts both workers directly from the app instead of paging the scheduling office. End: One confirms, one does not; she pulls a floater from the pool with 40 minutes to spare instead of finding out at the dock." WEAK "Renata uses the app to check the schedule." (no want, no path, no outcome, could describe any user of any scheduling tool) TRAP Writing a scenario that is really a feature tour, walking through screens in order rather than following what this specific person is trying to accomplish. If you could swap in a different persona's name and nothing else would need to change, it is not yet a scenario. -->
**Scenario: {{scenario_name}}**
- Beginning: {{scenario_beginning}}- Middle: {{scenario_middle}}- End: {{scenario_end}}
## Evidence Basis
<!-- WHAT A declared evidence tier for this persona, proto (workshop assumptions, no new research), qualitative (small-sample interviews), or statistical (large-sample survey), what actually supports it, and when it was last checked against reality. WHY This is the section the honest-retrieval standard cares about most. The original build spec called for a bounded Quotes/Evidence section; the research instead found that no published format carries one, what every format needs instead is a record of how much research actually sits behind the persona, so this section carries that record rather than a quote bank. Deep dive: user-persona_companion.md section 3 (Anatomy > Evidence Basis), section 4 (Variants and sizing), section 5 (Methodology lineage). ASK Which evidence tier is this honestly, proto, qualitative, or statistical? What specifically supports it, interview count, survey sample, workshop date? When was it last checked, and what would trigger a revision, a business change, a competitive change, a shift in who is actually using the product? GOOD "Evidence tier: Qualitative. Basis: 9 semi-structured interviews with overnight shift leads across three regional warehouses, March 2026, plus one floor observation shift. Last updated: 2026-03-28. Revisit when: the scheduling system this persona uses changes, or shift-lead turnover in the interview pool exceeds half." WEAK "Evidence tier: Research-backed. Basis: user research." (a tier with no honest floor under it, and a basis that names no method, no count, and no date) TRAP Labelling an assumption-built persona as though it were interview-backed. There is no golden number of interviews that makes a persona correct, but there is a real difference between zero and nine, and a reader of this document deserves to know honestly which one they are getting, not a tier chosen to sound more credible than the evidence supports. -->
- Evidence tier: {{evidence_tier}}- Basis: {{evidence_basis}}- Last updated: {{evidence_last_updated}}- Revisit when: {{evidence_revisit_trigger}}---title: "Elena Cho User Persona"persona_name: "Elena Cho"persona_role: "Regional Operations Manager, Meridian Freight (an Acme Analytics customer account)"product_or_team: "Acme Analytics - Reporting"owner: "Priya Nair (PM, Reporting)"status: "active"last_updated: "2026-01-05"evidence_tier: "qualitative"doc_type: user-personasize: fullsource_template: user-personasource_template_version: 0.1.0---
> **Worked example.** A filled `user-persona`, full variant, for the same Acme Analytics product used> throughout this library's examples. Per the discovery-docs family contract, this document sits at the> **start** of the shared timeline, ahead of even the product vision: it is dated 2026-01-05, nine days> before the [product vision](../product-vision/product-vision_example.md) agreed on 2026-01-14. It defines> the **Recurring Analyst**, the person the vision's own reader aside names, the> [`kpi-dashboard`](../kpi-dashboard/kpi-dashboard_example.md) metric definitions track, and the> [`acceptance-criteria`](../acceptance-criteria/acceptance-criteria_example.md) example's story assumes,> without any of those documents ever having defined her. Nothing in the body below cites the vision, the> [PRD](../prd/prd_example.md), the acceptance criteria, or the KPI dashboard, because none of them existed> yet when this was written; it rests only on interviews and a support-ticket review conducted before this> date.>> All figures are illustrative. They are internally consistent with the other examples in this library and> are not drawn from a real company.
# Elena Cho User Persona
## Who They Are
- Name: Elena Cho- Role: Regional Operations Manager, Meridian Freight (an Acme Analytics customer account: mid-market ground freight, four regional hubs)- Quote: "I don't need a better chart. I need the same three filters still there on Monday, not gone again."- Background: Runs the Monday morning performance review for four regional hubs, and the on-time delivery number she reports there is the one her VP tracks every week. She has no dedicated analyst and no query background; the dashboard she uses was built by IT eighteen months ago and has not changed since. (Quote and detail from interviews conducted across November and December 2025, n=12.)- The label this document establishes: the **Recurring Analyst**. She is defined by cadence, not by job title. The same person, looking at the same numbers, on the same schedule, because there is nobody else to do it. The name matters because a team that hears "analyst" builds for someone who can write a query, and she cannot. Every downstream document that assumes this reader should point here rather than re-describe her.
## Goals and Motivations
| Goal | Why it matters | Evidence (how you know) ||---|---|---|| Have the four-hub on-time delivery number ready before the 9am Monday review, without asking anyone for it | A number she has to chase in front of her VP costs her credibility for the rest of the week, not just that meeting | Interviews (n=12), raised by 11 of 12 || See the same three filters she left last week without rebuilding them from memory | The filters, not the underlying data, are what she actually has to reconstruct every time she opens the dashboard | Interviews (n=12), raised by 9 of 12; corroborated by the support-ticket review below || Notice which hub is drifting off trend before her VP asks about it | Being the one who raises it changes the conversation from defending a number to proposing a plan | Interviews (n=12), raised by 7 of 12 |
## Pains and Barriers
| Pain or Barrier | Impact | Evidence (how you know) ||---|---|---|| The dashboard opens to the company-wide default view, not her four hubs, every single time | Spends the first 5 to 10 minutes of nearly every session reapplying region, week, and hub filters before she can look at anything | Interviews (n=12); a six-month review of dashboard support tickets found 34 tickets using wording like "view reset" or "filters gone" || When the dashboard cannot answer a question, the only path is asking a data analyst and waiting for a reply | The question is often not worth the wait, so it goes unasked and the Monday number gets explained on judgment instead of evidence | Interviews (n=12), raised by 8 of 12 || The trend chart's on-time and delayed lines print in the same shade of blue on the handout her VP reads from | She has learned to say "top line, bottom line" out loud in the review rather than trust the room can tell them apart; one of her hub leads is colorblind and named this unprompted | Interviews (n=12), named unprompted by 2 of 12, including the hub lead it affects |
## Context of Use
| Factor | Detail | Evidence (how you know) ||---|---|---|| Device and setting | Laptop mirrored to the conference room screen for the Monday review; the same laptop, alone, for the two or three off-cycle checks she runs most weeks | Interviews (n=12) || Frequency | Opens the dashboard 3 to 4 times a week; the heaviest and highest-stakes use is 8:40 to 9:00am Monday, right before the review starts | Interviews (n=12) || Workaround already built | Keeps a personal spreadsheet listing last week's exact filter values, so she can rebuild the view from a checklist instead of from memory | Interviews (n=12), independently described by 6 of 12 with only minor variation |
## Scenarios
**Scenario: rebuilding Monday's view before the review starts**
- Beginning: Elena needs the four-hub on-time delivery numbers ready before her 9am Monday review, and she has twenty minutes before the room fills.- Middle: She opens the dashboard at 8:40 and it loads the company-wide default, not her four hubs. She pulls up her personal spreadsheet and reapplies region, week, and hub filters one at a time, checking each one against the list so she does not miss the fourth hub the way she did in October, when she presented three hubs' numbers and had to correct herself in front of her VP.- End: She has the numbers rebuilt by 8:56, four minutes to spare, but the four minutes she meant to spend deciding what she would say if South Hub's number had moved are gone, spent on the filters instead. It moved. She finds out in the room.
## Evidence Basis
- Evidence tier: Qualitative- Basis: 12 semi-structured interviews with operations, fulfilment, and finance managers across 9 mid-market customer accounts, conducted across November and December 2025, plus a review of six months of dashboard support tickets tagged with filter- or view-reset language.- Last updated: 2026-01-05- Revisit when: Acme's dashboard default-view behavior changes, or this segment's usage pattern shifts away from the weekly review cadence this persona is built around.Provenance
Section titled “Provenance”The reasoning, the history and every source, in the repository:
- Companion - the long-form argument: why these sections, where the sources disagree, and what the bundle refuses to claim
- History - what changed in this bundle, and when
- Research log - every source consulted, with what each one actually supports
- Catalog metadata - the machine-readable record this page is generated from
Catalog record: 6 sections across 1 format(s), methodology design thinking, typically owned by UX Researcher / PMM.