Secondary Research
How do job seekers and hiring managers feel about AVIs?
We studied AVIs and market competitors for a week, analyzing reviews to understand users' emotional experiences.


Job seekers find AVIs awkward because it feels like a one-sided conversation with no chance of real connection.
Hiring managers like how AVIs help them save time and learn more about job seekers beyond their resume and portfolios.
Primary Research
Refining our problem with semi-structured user interviews.
The mismatched attitudes between job seekers and hiring managers made us curious about what’s not working in the asynchronous hiring process. We spoke to 13 job seekers and 6 hiring managers (n=19) to dig deeper into their needs and goals.
1) Both job seekers and hiring managers want to determine a culture and professional fit
2) Existing AVI services can be frustrating because questions don't align with the UX interviewing process
3) Job seekers want feedback, but hiring managers often don’t have the time to give it
Cross-Functional Collaboration
Sharing research insights with designers and PMs.
With both secondary and primary research findings on the AVI process, we worked with the design team to create personas for each user group that highlighted the main needs and frustrations.