Applications per job
UX CASE STUDY · RESEARCH & DEFINITION
Before the UI, there was a human system.
The same hiring journey looked different from every side. Candidates needed clarity. Recruiters needed coordination. Hiring managers needed confidence. Before designing screens, I mapped the system behind the decisions.
THE CHALLENGE
Project Overview
METHODS
- Discovery
- Research
- Competitor Analysis
- User Interview
- Journey Mapping
- Card Sorting
- Information Architecture
- User Flow Map
- High-Fidelity Prototypes
- Product Demo Video
ROLE
Sr. Product Designer
TIMELINE
Jan 2025 · 1 month
SECONDARY RESEARCH
More applications. More coordination. Longer hiring cycles.
Applications per recruiter
Time to fill
Interviews per hire
Automation helped. Accountability still mattered.
Among HR professionals whose organizations use AI in recruiting.
US candidates wanting confirmation that a person reviews AI output before decisions.
The opportunity wasn't simply to automate more. It was to make the system easier to understand and coordinate.
COMPETITOR ANALYSIS
Different products solved different parts of the hiring system.
01Direct and indirect competitors
Direct competitors run integrated HR and hiring suites; indirect competitors own specific parts of recruitment.
02Feature comparison
Capabilities grouped by hiring-lifecycle stage and compared within each competitor group.
| FEATURES | |||||
|---|---|---|---|---|---|
| RECRUITMENT & ATS | |||||
| Job requisition & approval workflows | ✓ | ✓ | ✓ | ✓ | ✓ |
| Job posting & multi-board distribution | ✓ | ✓ | ✓ | ✓ | ✓ |
| Applicant tracking & pipeline | ✓ | ✓ | ✓ | ✓ | ✓ |
| Resume parsing & screening | ✓ | ✓ | ✓ | ✓ | ✓ |
| Talent pool & candidate rediscovery | ✓ | ✓ | ✓ | ✓ | ✓ |
| Skills assessments & tests | − | − | − | − | − |
| Background check integration | ✓ | ✓ | ✓ | ✓ | ✓ |
| Interview scheduling | ✓ | ✓ | ✓ | ✓ | ✓ |
| Offer management & e-signature | ✓ | ✓ | ✓ | ✓ | ✓ |
| CANDIDATE EXPERIENCE | |||||
| Branded career site | ✓ | ✓ | ✓ | ✓ | ✓ |
| Mobile-first application | ✓ | ✓ | ✓ | ✓ | ✓ |
| Application status tracking | ✓ | ✓ | ✓ | ✓ | ✓ |
| Interview self-scheduling | ✓ | ✓ | ✓ | ✓ | ✓ |
| Automated email & SMS updates | ✓ | ✓ | ✓ | ✓ | ✓ |
| Job recommendations | ✕ | ✓ | ✓ | ✓ | − |
| Conversational assistant | ✕ | − | − | ✓ | − |
| COLLABORATION & HIRING DECISIONS | |||||
| Interview kits & scorecards | ✓ | ✓ | ✓ | ✓ | ✓ |
| Shared feedback & notes | ✓ | ✓ | ✓ | ✓ | ✓ |
| Hiring manager portal | ✓ | ✓ | ✓ | ✓ | ✓ |
| Employee referrals | ✓ | ✓ | ✓ | ✓ | ✓ |
| ONBOARDING & LIFECYCLE | |||||
| Automated onboarding | ✓ | ✓ | ✓ | ✓ | ✓ |
| Pre-boarding documents & e-sign | ✓ | ✓ | ✓ | ✓ | ✓ |
| Employee & manager self-service | ✓ | ✓ | ✓ | ✓ | ✓ |
| Internal mobility & career pathing | − | ✓ | ✓ | ✓ | ✓ |
| Performance & talent management | ✓ | ✓ | ✓ | ✓ | ✓ |
| Learning management | ✓ | ✓ | ✓ | ✓ | ✓ |
| Time & attendance | ✓ | ✓ | ✓ | ✓ | ✓ |
| Payroll & benefits | ✓ | ✓ | ✓ | ✓ | ✓ |
| AI & ANALYTICS | |||||
| AI candidate matching | − | ✓ | ✓ | ✓ | ✓ |
| AI job description writing | − | ✓ | ✓ | ✓ | − |
| Generative AI assistant | − | ✓ | ✓ | ✓ | ✓ |
| Recruitment reporting | ✓ | ✓ | ✓ | ✓ | ✓ |
| Source effectiveness tracking | ✓ | ✓ | ✓ | ✓ | ✓ |
| Diversity & inclusion analytics | − | ✓ | ✓ | ✓ | ✓ |
| Workforce analytics & planning | ✓ | ✓ | ✓ | ✓ | ✓ |
| Predictive insights | − | ✓ | ✓ | ✓ | ✓ |
| PLATFORM & GOVERNANCE | |||||
| Role-based permissions | ✓ | ✓ | ✓ | ✓ | ✓ |
| Audit trails | ✓ | ✓ | ✓ | ✓ | ✓ |
| Single sign-on (SSO) | ✓ | ✓ | ✓ | ✓ | ✓ |
| Integrations & open APIs | ✓ | ✓ | ✓ | ✓ | ✓ |
| Compliance & data privacy | ✓ | ✓ | ✓ | ✓ | ✓ |
| Multi-language & multi-country | − | ✓ | ✓ | ✓ | ✓ |
| Mobile app | ✓ | ✓ | ✓ | ✓ | ✓ |
03Feature vs experience
How each platform balanced breadth of capability against the quality of its user experience.
04SWOT analysis
Strengths, weaknesses, opportunities and threats of the leading direct and indirect competitors.
- HR, IT and finance on one platform
- Automates repetitive admin work
- Modern, intuitive interface
- Lower brand recognition than incumbents
- Less feature depth in talent areas
- Limited international compliance
- Advanced AI and analytics
- International expansion
- Partnerships with HR tech vendors
- Intense HRMS competition
- Regulatory changes
- Data security risks
- Unified HR and finance platform
- Strong global compliance and security
- AI built into planning and analytics
- Premium pricing for smaller companies
- Steep learning curve
- Long, complex implementation
- Offerings tailored to SMEs
- Deeper AI and mobile capability
- Expansion into new industries
- SAP and Oracle competing for enterprises
- Frequent regulatory change
- Cybersecurity and data risk
- Complete HCM suite
- Localisation for global payroll and compliance
- Tight integration with SAP ERP
- Dated, inconsistent interfaces
- Costly, partner-led implementation
- Heavy configuration effort
- AI copilot across HR tasks
- Skills-based talent management
- Growth in the mid-market
- Cloud-native rivals moving faster
- Workday and Oracle in enterprise deals
- Shifting data-protection rules
Understanding the people showed us the problems.Mapping the journey showed us where those problems connected.
The interviews revealed needs, frustrations and dependencies at an individual level. Journey Mapping placed those observations across time, showing how actions, information, emotion and responsibility changed from one stage to the next.
This journey map captures the complete experience of the candidate, highlighting their actions, thoughts, emotions, touchpoints, challenges and opportunities at each stage.
Aarav aims to secure a role in a mid-level tech company in a specific geographic region. He aims to receive an offer within three months.
CANDIDATE
Card sorting
44 candidate features sorted into 10 groups, plus 6 shared services
Profile & Career Identity
Job Discovery & Company Research
Applications & Tracking
Resume & Application Preparation
Interview Preparation & Scheduling
Skills, Learning & Career Growth
Network & Referrals
Offers & Onboarding
Support & Wellbeing
Privacy, Documents & Settings
Cross-cutting services
INFORMATION ARCHITECTURE
Candidate / Job Seeker
10 capability groups structured into 6 destinations, 3 contextual experiences and 7 shared services
PERSISTENT
- 01
Home
- Overview
- Quick Actions
- Recent Activity
- Upcoming Interviews
- Application Progress
- Recommended Next Actions
- 02
Profile
- Personal Profile
- Resume & Portfolio
- Skills & Certifications
- Professional Profiles
- Profile Verification
- Profile Strength
- 03
Opportunities
- Job Search
- Personalised Recommendations
- Advanced Search
- Job Match Insights
- Saved Jobs
- Job Alerts
- Company Research
- Talent Pool / Future Opportunities
- Network & Referrals
- Professional Networking
- Referral Management
- Career Events
- 04
Applications
- My Applications
- Application Tracker
- Apply / Fast Apply
- Application Preparation
- Resume Builder
- Cover Letter Builder
- ATS & Resume Feedback
- Application Templates
- Follow-up Management
- 05
Interviews
- Upcoming Interviews
- Interview Details
- Schedule / Reschedule
- Interview Preparation
- Mock Interviews
- Interview Performance Feedback
- 06
Growth
- Skill Gap Analysis
- Learning Recommendations
- Courses & Certifications
- Learning Progress
- Career Path & Goals
- Career Support
CONTEXTUAL
· Appears only when relevantFeedback & Improvement
After application review, interviews, rejection, progression or learning
- Feedback Summary
- Strengths
- Improvement Areas
- Coaching Suggestions
- Recommended Next Actions
Offer & Negotiation
When the candidate reaches an offer state
- Offer Details
- Salary & Market Insights
- Compare Offers
- Offer Evaluation
- Negotiation Support
- Accept / Reject / Counter
Pre-joining / Onboarding
After an offer is accepted
- Documents
- Verification
- Pre-joining Formalities
- First-Day Preparation
- Team Introduction
- HR Support
SHARED SERVICES
· Available across every destination- Search
- Notifications
- Calendar
- Documents
- AI Assistance
- Privacy & Settings
- Help & Support
From first search to first day — mapping the candidate journey.
I mapped the candidate experience end-to-end—from discovering opportunities and submitting applications to interviews, feedback, offers and onboarding—while accounting for decisions, alternate routes and recovery paths.
Complete candidate user flow
The full end-to-end map across discovery, applications, interviews, feedback, growth, offers and onboarding.
The challenge wasn't only mapping the happy path. It was accounting for what happened when a candidate paused, rescheduled, withdrew, was rejected, improved, negotiated or eventually joined.
Critical candidate journeys
The complete map captures every branch. These selected paths make the core experience easier to inspect.
Discover → Apply
Without logging in, a candidate can explore and filter jobs, open one, and choose to apply or bookmark it.
- Explore Jobs
- Search Result
- Job Detail Page
- Apply Job
- Redirect to Login Page
- Job Detail Page → Bookmark Job → Redirect to Login Page
- Search Result → Sort and Filter, or AI Job Search
Application → Screening → Interview
The application stages a candidate moves through before the interview itself.
- Application Submitted
- Initial Screening
- Shortlisted?
- YesTechnical Review
- Interview Scheduling
- Interview Process
- Not shortlisted → Received Feedback on Resume & Cover Letter → Upgrade using AI-powered coaching tools
- Screening Test Required? → Participate in the Test → Submit Test/ Document
- Want to Reschedule Interview? → Choose Date & Time → Confirm Availability
Interview → Feedback → Next round
From the interview session to feedback, and preparation when the candidate moves forward.
- Attend Interview Session
- Finish Interview Call
- Feedback
- Shortlisted?
- YesReceived Selection Email/ Notice
- Received insights on Performance, Strengths, Areas for Improvement
- Prepare for next rounds using AI-powered coaching tools
- Virtual or On-Site Interview? → separate preparation for each
- Received Interview Details? No → Request for details
Rejection → Insight → Coaching
A rejection is mapped as a route to feedback and improvement, not an end state.
- Shortlisted?
- NoReceived Rejection Email/ Notice
- Received AI-Powered Insights and Interviewer Feedback
- Received insights on Performance, Strengths, Areas for Improvement
- Upgrade using AI-powered coaching tools
- Personalized Coaching Suggestions, Reflective Learning Log
- Application Status → Rejected → Receive Feedback → Upgrade using AI-powered coaching tools
- Not sure about the job? → Withdraw Application → Are you sure? → Give Reason or Feedback
Offer → Negotiation → Onboarding
Offer review and negotiation, then the preparation a candidate completes before joining.
- Received a Job Offer?
- YesView Job Offer
- Like the Offer?
- NoInitiate Negotiation
- Submit Counter Offer
- Accept Offer
- Receive Joining Letter
- ONBOARDING PREPARATION
- Document Submission
- Pre-Joining Formalities
- Proceed to Onboarding Completion
- Settle on the Original Offer? No → Reject Offer
- Required documents missing → Ask to upload missing documents
Flow explorer
Drag to move, hold Ctrl or ⌘ and scroll to zoom, or jump to an area. Full screen zooms with the scroll wheel.
- Candidate movement across the lifecycle
- Major decisions and alternate routes
- Dependencies between product areas
- Where contextual support was needed
HIGH-FIDELITY PROTOTYPES
From mapped journeys to usable screens.
The interface brings the system into focus: what needs attention, why it matters, and what happens next. Explore the candidate journey and the workspaces supporting it.
A clear next step, every day.
Urgent decisions, interview preparation and applications share one home.
Prioritise the next action.
A focused home surfaces decisions that need attention, alongside the context needed to act.
Keep the reasoning visible.
Recommendations, supporting evidence and proposed changes can be reviewed before committing.
Make control explicit.
AI permissions distinguish assistance from actions that require a person’s approval.
Interactive prototype · Sample names, figures and records illustrate the experience.
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