FutureFIT AI Feature DESIGN

FutureFIT AI Feature DESIGN

FutureFIT AI Feature DESIGN

Designing Smarter Job Visibility for a More Reliable Search Experience

Designing Smarter Job Visibility for a More Reliable Search Experience

Designing Smarter Job Visibility for a More Reliable Search Experience

Overview

Overview

Overview

Our job search experience originally surfaced roles based solely on the location a seeker entered during onboarding or in the search bar. While this allowed for basic browsing, it introduced major inconsistencies: customers couldn’t control what seekers saw, and seekers often searched in regions where the customer had no roles at all.


I led the redesign of a location-based visibility feature that standardizes which jobs appear to seekers. This allowed customers to deliver a predictable, frustration-free experience while reducing confusion and internal support load.

Our job search experience originally surfaced roles based solely on the location a seeker entered during onboarding or in the search bar. While this allowed for basic browsing, it introduced major inconsistencies: customers couldn’t control what seekers saw, and seekers often searched in regions where the customer had no roles at all.


I led the redesign of a location-based visibility feature that standardizes which jobs appear to seekers. This allowed customers to deliver a predictable, frustration-free experience while reducing confusion and internal support load.

Our job search experience originally surfaced roles based solely on the location a seeker entered during onboarding or in the search bar. While this allowed for basic browsing, it introduced major inconsistencies: customers couldn’t control what seekers saw, and seekers often searched in regions where the customer had no roles at all.


I led the redesign of a location-based visibility feature that standardizes which jobs appear to seekers. This allowed customers to deliver a predictable, frustration-free experience while reducing confusion and internal support load.

Role & Details

Role & Details

Role & Details

Senior Visual Designer | Bounteous

Senior Visual Designer | Bounteous

Senior Visual Designer | Bounteous

Visual Design, User Research, Interaction

Visual Design, User Research, Interaction

Visual Design, User Research, Interaction

1 Product Manager, 1 Engineer, 1 Data Analyst, 1 Customer Success Manager & Head of Product

1 Product Manager, 1 Engineer, 1 Data Analyst, 1 Customer Success Manager & Head of Product

1 Product Manager, 1 Engineer, 1 Data Analyst, 1 Customer Success Manager & Head of Product

Launched in 2022

Launched in 2022

Launched in 2022

The Problem

The Problem

The Problem

Visibility Pain Points

Visibility Pain Points

Visibility Pain Points

Some customers only had jobs available in a specific region, but seekers could search any location—even ones the customer didn’t support. This led to zero-result pages that felt broken, confusion where seekers assumed the customer had “no jobs,” and a surge in support tickets asking why roles weren’t showing up. Ultimately, customers had no control over ensuring seekers saw relevant opportunities.

Some customers only had jobs available in a specific region, but seekers could search any location—even ones the customer didn’t support. This led to zero-result pages that felt broken, confusion where seekers assumed the customer had “no jobs,” and a surge in support tickets asking why roles weren’t showing up. Ultimately, customers had no control over ensuring seekers saw relevant opportunities.

Some customers only had jobs available in a specific region, but seekers could search any location—even ones the customer didn’t support. This led to zero-result pages that felt broken, confusion where seekers assumed the customer had “no jobs,” and a surge in support tickets asking why roles weren’t showing up. Ultimately, customers had no control over ensuring seekers saw relevant opportunities.

Key Findings

Key Findings

Key Findings

01 Seekers frequently searched using unsupported locations, searched leading to empty results

01 Seekers frequently searched using unsupported locations, searched leading to empty results

01 Seekers frequently searched using unsupported locations, searched leading to empty results

02 Customers had no visibility controls, making job discovery inconsistent across their user base

02 Customers had no visibility controls, making job discovery inconsistent across their user base

02 Customers had no visibility controls, making job discovery inconsistent across their user base

03 Support tickets repeatedly cited "missing jobs," directly tied to location mismatches

03 Support tickets repeatedly cited "missing jobs," directly tied to location mismatches

03 Support tickets repeatedly cited "missing jobs," directly tied to location mismatches

04 Data confirmed high no-result search rates, reinforcing the need for tighter visibility rules

04 Data confirmed high no-result search rates, reinforcing the need for tighter visibility rules

04 Data confirmed high no-result search rates, reinforcing the need for tighter visibility rules

User Research

User Research

User Research

Research That Guided the Design

Research That Guided the Design

Research That Guided the Design

I partnered closely with Customer Success, Support, and Data to validate the problem from all angles. Through customer interviews, support ticket analysis, and platform usage data, we uncovered exactly where the experience was falling short.

I partnered closely with Customer Success, Support, and Data to validate the problem from all angles. Through customer interviews, support ticket analysis, and platform usage data, we uncovered exactly where the experience was falling short.

I partnered closely with Customer Success, Support, and Data to validate the problem from all angles. Through customer interviews, support ticket analysis, and platform usage data, we uncovered exactly where the experience was falling short.

Solution

Solution

Solution

Introducing Location-Based Visibility

Introducing Location-Based Visibility

Introducing Location-Based Visibility

Partnering with Product and Engineering, I led the design of a location-based visibility setting that put customers back in control of what their seekers see. The challenge was creating a system that offered flexibility for customers while protecting data accuracy and maintaining a seamless seeker experience—and the final solution successfully achieved all three.

Partnering with Product and Engineering, I led the design of a location-based visibility setting that put customers back in control of what their seekers see. The challenge was creating a system that offered flexibility for customers while protecting data accuracy and maintaining a seamless seeker experience—and the final solution successfully achieved all three.

Partnering with Product and Engineering, I led the design of a location-based visibility setting that put customers back in control of what their seekers see. The challenge was creating a system that offered flexibility for customers while protecting data accuracy and maintaining a seamless seeker experience—and the final solution successfully achieved all three.

How It Works

How It Works

How It Works

Customers choose a visibility region (US, Canada, or a specific state/province) to control which locations appear to their job seekers

Customers choose a visibility region (US, Canada, or a specific state/province) to control which locations appear to their job seekers

Customers choose a visibility region (US, Canada, or a specific state/province) to control which locations appear to their job seekers

The jobs page automatically reflects this choice, limiting the seeker's location dropdown to only the approve regions

The jobs page automatically reflects this choice, limiting the seeker's location dropdown to only the approve regions

The jobs page automatically reflects this choice, limiting the seeker's location dropdown to only the approve regions

Visibility Rules

Visibility Rules

Visibility Rules

Job Seekers see different experiences depending on the customer’s settings: full location control when visibility is off, a disabled dropdown with a tooltip when a single region is enforced, or an enabled dropdown with an explanatory message when all states/provinces are allowed.

Job Seekers see different experiences depending on the customer’s settings: full location control when visibility is off, a disabled dropdown with a tooltip when a single region is enforced, or an enabled dropdown with an explanatory message when all states/provinces are allowed.

Job Seekers see different experiences depending on the customer’s settings: full location control when visibility is off, a disabled dropdown with a tooltip when a single region is enforced, or an enabled dropdown with an explanatory message when all states/provinces are allowed.

Full Location Control: Seekers can search and choose any location as usual when no visibility rules are applied

Full Location Control: Seekers can search and choose any location as usual when no visibility rules are applied

Full Location Control: Seekers can search and choose any location as usual when no visibility rules are applied

Fixed Location with Tooltip: When a single state or province is enforced, the dropdown is disabled and supported by a tooltip explaining why the location is locked

Fixed Location with Tooltip: When a single state or province is enforced, the dropdown is disabled and supported by a tooltip explaining why the location is locked

Fixed Location with Tooltip: When a single state or province is enforced, the dropdown is disabled and supported by a tooltip explaining why the location is locked

Limited Options with Context: When all states/provinces are selected, the dropdown remains enabled but includes a message explaining why only certain locations are available

Limited Options with Context: When all states/provinces are selected, the dropdown remains enabled but includes a message explaining why only certain locations are available

Limited Options with Context: When all states/provinces are selected, the dropdown remains enabled but includes a message explaining why only certain locations are available

Impact

Impact

Impact

The Difference It Made

The Difference It Made

The Difference It Made

The new visibility control delivered measurable improvements across the platform and established a strong foundation for future enhancements like multi-region visibility, dynamic rules, and more advanced filtering logic.

The new visibility control delivered measurable improvements across the platform and established a strong foundation for future enhancements like multi-region visibility, dynamic rules, and more advanced filtering logic.

The new visibility control delivered measurable improvements across the platform and established a strong foundation for future enhancements like multi-region visibility, dynamic rules, and more advanced filtering logic.

More relevant results Seekers consistently saw real, available jobs aligned with the customer’s designated region, creating a clearer and more purposeful browsing experience

More relevant results Seekers consistently saw real, available jobs aligned with the customer’s designated region, creating a clearer and more purposeful browsing experience

More relevant results Seekers consistently saw real, available jobs aligned with the customer’s designated region, creating a clearer and more purposeful browsing experience

Fewer zero-result searches Limiting unsupported locations significcantly reduced empty search states, removing confusion & strengthening trust in the platforms accuracy

Fewer zero-result searches Limiting unsupported locations significcantly reduced empty search states, removing confusion & strengthening trust in the platforms accuracy

Fewer zero-result searches Limiting unsupported locations significcantly reduced empty search states, removing confusion & strengthening trust in the platforms accuracy

Higher engagement With consistently valid results, seekers viewed more roles per session and explored opportunities more deeply, improving overall job discovery

Higher engagement With consistently valid results, seekers viewed more roles per session and explored opportunities more deeply, improving overall job discovery

Higher engagement With consistently valid results, seekers viewed more roles per session and explored opportunities more deeply, improving overall job discovery

Lower support volume The reduction in "jobs not showing up" and "broken search" tickets decreased operational overhead for Support and Customer Success, freeing teams to focus on higher-value needs

Lower support volume The reduction in "jobs not showing up" and "broken search" tickets decreased operational overhead for Support and Customer Success, freeing teams to focus on higher-value needs

Lower support volume The reduction in "jobs not showing up" and "broken search" tickets decreased operational overhead for Support and Customer Success, freeing teams to focus on higher-value needs