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UX Research & Product Strategy Case Study

Mobee · Letter of Authorization

Reducing Retail Survey Abandonment Through Trust-First UX

Retail survey participants frequently abandoned missions after being questioned by store employees. Rather than redesigning the survey itself, we redesigned trust. A simple authorization letter reduced hesitation, increased confidence and significantly improved mission completion.

6 Weeks
10,000+Active Shoppers
+5-15%Coverage Speed
Mobee — mission brief screen
Mobee — Letter of Authorization screen
Mobee — survey screen

00 - Context

My Role

Lead Product Researcher & Strategist

Designed the post-abandonment surveys, conducted shopper interviews, validated core user anxieties, and proposed the structural placebo solution.

The Product

Mobee (Secret Shopping App)

A crowdsourced retail intelligence application where independent users complete in-store photographic missions.

Key Outcome

+5% to 15%

Increase in mission coverage speed

By removing friction and anxiety, missions were claimed and executed significantly faster.

- 01 · The Challenge

Fear of employee confrontation prevented mission attempts.

Mobee shoppers enter retail stores to photograph shelf inventories. They frequently expressed intense anxiety about being confronted by store employees — support tickets overflowed with stories of shoppers feeling uncomfortable, awkward, or even being asked to leave. We set up automated post-abandonment surveys and interviews to determine if actual confrontations were causing high abandonment, only to uncover a completely different root problem.

Mission brief screen

Mission Brief Screen

Letter of Authorization section at bottom

3%

of abandonments were due to actual confrontation

Post-abandonment surveys revealed that real confrontations were nearly non-existent — the problem was entirely psychological.

Survey results on LOA impact

Figure 1: Survey results validated that a vast majority of users indicated they would be significantly more likely to complete missions if provided an LOA.

The Insight

The real issue was fear, not reality.

“The core blocker wasn't people actually being thrown out. It was the crushing anxiety of potentially being confronted, which stopped shoppers from ever starting.”

- 02 · Data Breakthrough

Most users weren't abandoning because the survey was difficult. They were abandoning because they didn't trust us.

Step 1 · Rare Reality

Confrontation accounted for only 3% of abandons

Survey results analyzing reasons for mission abandonment revealed that being “asked to leave” was incredibly rare.

Step 2 · Widespread Fear

Why users avoided locations: “Keeping a low profile”

Shoppers avoided stores entirely where keeping a low profile felt too difficult — the barrier was psychological, not procedural.

💡

Connected Insight

The real problem wasn't confrontation — it was the fear of confrontation

Only 3% were ever asked to leave, yet “keeping a low profile” was the single biggest reason shoppers avoided stores entirely. The barrier was psychological, not procedural.

Discovery Artifacts

Research Process

From Raw Data to Design Direction

The discovery board below captures the multi-source research synthesis that reframed the abandonment problem — from a task difficulty issue to a trust and fear-of-confrontation issue.

Research discovery board
Multi-source research board: retail vs. convenience-store abandonment, survey verbatims, and the LOA artifact itself.

Retail stores responded 3× better to an LOA than convenience stores.

Cross-referencing abandonment data with store-type avoidance confirmed fear, not difficulty, as root cause.

Step 3 · The Design Response
Survey screen with LOA banner

What Users Actually Do Inside the Store

Once a shopper accepts a mission and enters the store, they are presented with structured survey questions — like counting bottle facings on a shelf. This is the core task that generates retail intelligence data for brand clients.

Crucially, the LOA banner is visible at the top of the mission screen, giving shoppers persistent access to the document at the exact moment they might need it — a key design decision that reinforced confidence throughout the task.

“The ultimate solution wasn't getting formal retail permissions. It was designing a physical artifact that converted vulnerability into absolute confidence.”

- 03 · The Solution

The Letter of Authorization: a placebo that powered UX.

The Problem

User Anxiety & Hesitation at the Store Entrance

Retail audits are fully legitimate — but the inherent ambiguity left shoppers feeling uncertain, exposed, and unable to act with authority.

We created a formal, printable and in-app Letter of Authorization (LOA) — a psychological placebo that armed users with the confidence to navigate stores authoritatively.

Letter of Authorization screen

What the LOA does

Outlines purpose

Clearly states the goal of the survey: to ensure great service and a better shopping experience.

Reduces ambiguity

Introduces the company

Names Wiser Solutions as the organizing entity, providing institutional credibility on the shopper's behalf.

Institutional backing

Explains the shopper's presence

Grants no actual legal access — yet gives shoppers the psychological confidence to operate with authority inside the store.

Confidence amplifier

Always accessible in-app

Available one tap away via the document icon — printable too, for shoppers who prefer a physical copy.

Zero-friction retrieval
Letter of Authorization document layout

Figure 4: The official layout of the Letter of Authorization implemented directly inside the user journey.

- 04 · Outcome & Impact

Confidence is king: measured uplifts in performance.

USER ACTION

58%

Anxiety → Confidence

stated the LOA positively influenced their final decision to accept and perform the mission.

ACTIVATION

11%

Avoidance → Action

of users explicitly stated they would not have attempted the mission at all without the LOA.

CONFIDENCE

70%

Uncertainty → Clarity

reported a vastly higher subjective confidence level while performing store operations.

Post-Experiment Survey Results

Post-experiment survey results chart
58% influenced decision11% wouldn't have attempted 70% higher confidence

Figure 5: Comprehensive experiment outcomes. Only 15% of users actually had to present the letter to store staff, validating that the LOA acted primarily as an internal confidence-boosting mechanism.

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