01 Introduction

02 Summary

03 Research

04 Conclusion

case study no.4

Assessing a data catalog’s tagging system for effectiveness

The data catalog had tags, but users couldn't rely on them — an ambiguous mix of system-generated and employee-created labels was undermining search and sort. As research lead, I quantified the extent of that ambiguity and translated it into a clear path forward, which directly shaped the taxonomy rebuild that followed.


ROLE

UX Researcher

TIMELINE

4 weeks

INDUSTRY

Accounting

TEAM

1 researcher, 1 designer, 1 PM

the short version

Summary

CHALLENGE

Users trusted competitors with worse security but clearer visual signals. Perceived safety and actual safety had come apart.

CHALLENGE

Users trusted competitors with worse security but clearer visual signals. Perceived safety and actual safety had come apart.

how I got there

Research

RESEARCH GOALS

Identify which specific product cues signal trust versus distrust, and whether those cues could be validated and prioritized for design.

METHODOLOGY

Open Card Sort

Closed Card Sort

Usability Testing

PROCESS

KEY LEARNINGS

wrapping up 

Conclusion

+18% completion

Users trusted competitors with worse security but clearer visual signals. Perceived safety and actual safety had come apart.

Long term impact

Users trusted competitors with worse security but clearer visual signals. Perceived safety and actual safety had come apart.