GH GambleHub

Briefly and by task

1) Why do you need it

Personas and scripting help link product strategy to real-world usage contexts. Persons focus on user motivations and limitations, and scripts turn these motivations into concrete steps, branches, and success/error conditions. As a result, the team makes design decisions faster and more confidently, and metrics are more transparent.

2) Basic definitions

UX person is a data-verified portrait of a segment of users with goals, habits, triggers and barriers.
Anti-person - to whom the product is not intended (important for cutting off conflicting requirements).
Scenario - a description of how a person achieves a goal in a specific context (main thread + alternatives + error handling).

Job Story (JTBD format): "When [the situation], I want [motivation] to [the expected outcome]."

"as-is/to-be" scripts - current and target path.

3) When to use

At the stages of discovery/validation (formation of hypotheses of segments and tasks).
Before redesigning key flow (onboarding, search, check-out, payments).
When prioritizing a backlog (comparing the impact of scripts on metrics).
In cross-functional synchronization (product + design + risk/compliance + analytics + support).

4) Process: from data to scenarios (8 steps)

1. Data collection: qualitative interviews, contextual observations, log/click analysis, search for error patterns, support tickets.
2. Clustering of behavior: we group by tasks, frequency, risks, devices, channels.
3. Drafts of persons: for each cluster - goals, triggers, barriers, restrictions (availability/rules/devices).
4. Anti-persons: we record who we do not serve and why.
5. Person prioritization: by impact on metrics (conversion, retention, LTV, cost-to-serve).
6. Task map (Jobs): for top people, we formulate job stories; identify critical conditions (network errors, verification, limits).
7. "as-is/to-be" scripts: main thread + branches + extreme cases; visualize CJM/Blueprint.
8. Validation and metrics: prototypes, usability tests, A/B, scripted telemetry, person updates.

5) UX person template (copy to your wiki)

ID & quote: "Solve [the problem] as quickly as possible without wasting time on [the barrier]."

Objectives: (3-5 short wording)

Context: devices, channels, constraints (time, attention, environment)

Triggers/motivations: what triggers the behavior

Barriers/risks: what gets in the way (procedures, unclear terms, errors)

Behavioral traits: frequency, nature of sessions, navigation preferences

Information needs: what you need to see/understand to move on

Availability: requirements for fonts, contrast, locale, language

KPI person-fit: what product metrics improve when we help her

Not: (limits of expectations; mini anti-person)

Mini-example:
  • Identifier: "Mobile sprinter"
  • Goals: quickly complete a key operation in 1-2 minutes between cases
  • Context: smartphone, unstable network, often with one hand
  • Barriers: long shapes, hidden demands, sudden redirects
  • KPI: time-to-complete, error rate on mobile, first step CR

6) Script template (as-is/to-be)

7) Visual artifacts that speed up reconciliation

Empathy Map: "Says/Thinks/Does/Feels" - quickly highlights triggers.
CJM (Customer Journey Map): stages × emotions × points of contact × pain × opportunity.

Service Blueprint: front-stage/back-stage/supporting processes; shows where the script "breaks."

User Flow/State Diagram: screen-to-screen transitions, load/error states.
Storyboard: 6-8 frames per key scenario (especially useful for mobile contexts).

8) Metrics of quality of persons and scripts

Coverage: the share of traffic/revenue described by top-N persons and their scenarios.
Task Success Rate:% of users who reached the target step for each person.
Time on Task/TTV: runtime; time to value.
Error Rate/Recovery - error rate and auto-recovery rate.
CR by branch: mainstream conversion vs alternatives.
SUS/CSAT by segment: perception of convenience by target persons.
Cost-to-Serve: Reduced support calls by scenario.
A/B uplift: the effect of implementing "to-be" on the target metrics.

9) Typical errors

Fictitious "marketing avatars." Persons without behavioral data lead the design towards tastes.
Merging extreme cases into the main stream. A rare case breaks everyone else's path.
Ignore errors and empty states. No "rescue ladders" - high failures.
Universal tone/pattern for everyone. Different persons - different depth of tips and control of steps.
Rare updates. Persons "age" - update according to data at least quarterly or with major releases.

10) Workshop: workshop for 90 minutes

1. 10 min: goal and metrics (which scenario we improve, which KPIs we aim at).
2. 20 min: data/insight markup → 2-3 rough persons + 1 anti-person.
3. 20 min: We formulate 3-5 job stories for top people.
4. 25 min: draw "as-is" and "to-be" stream (main + 2 alternatives + 2 errors).
5. 15 min: define analytics/telemetry events, empty/error states, A/B hypotheses.

11) Implementation checklist

  • There are data (qualitative + quantitative) and sources of their update
  • For each key metric, there is an associated person and script
  • Described alternatives, errors, empty states, offline/slow network
  • There is a test plan: prototypes, scenario usability sessions, A/B
  • Analysis event schema covers script steps and branches
  • Regular revision cycle (e.g. quarterly)

12) Mini Binding Example (Simplified)

Person: "Prudent beginner" - wants to quickly understand the rules and risks, is afraid to make a mistake, uses a mobile network.

Job Story: "When I first see the form, I want to understand the required steps and risks to complete the action without surprises."

To-be script (fragment):

1. Process Steps screen with progress bar and estimated time.

2. Forms with validation "on the fly," understandable examples.

3. Empty/error states have explicit assistance and safe return.

4. Telemetry: 'start', 'field _ error', 'help _ opened', 'retry', 'complete'.

5. Metrics: TTF ≤ 90 sec, Error Rate <3%, CSAT ≥ 4. 2 at the segment.

13) Formats for your wiki (quick inserts)

Person template (Markdown):

[Person ID]
Quote:... ""
Goals:...
Context:...
Triggers/motivations:...
Barriers/risks:...
Behavioral signs:...
Information needs:...
Availability:...
KPI person-fit:...
Not:...
Script template (Markdown):

Scenario: [Title]
Persona:...
Context:...
Background:...
Trigger:...
Main flow:
1) …
2) …
Alternatives: A1 .../A2...
Errors/Exceptions:...
Data and privacy:...
Time and states:...
Success metrics:...
Artifacts:...

14) Roles and responsibilities

Product manager: goals, metrics, prioritization of persons/scenarios.
UX/Research: data, person formalization, scenario testing.
UI/Content: visual hierarchy, copywriting hints/errors.
Engineering: states, reliability, telemetry, availability.
Risk/Compliance/Support: rules, edge cases, help macro base.

15) The bottom line

Persons without scripts are static; scripts without persons are abstract. As a pair, they become a working tool: they help design interfaces that take context into account, anticipate errors and measurably improve product metrics.

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