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How CoderScout Works

CoderScout structures hiring as a controlled, multi-stage workflow where candidates are screened and assessed before interviews are scheduled.

This ensures that Hiring Managers and Subject Matter Experts engage only when there is sufficient evidence to justify their time.

Assessments and Contests​

Every hiring workflow in CoderScout is built around either an Assessment or a Contest — the two modes through which candidates are evaluated.

  • An Assessment is used for lateral or individual hiring. Candidates progress through stages independently, and per-stage score cutoffs automatically advance qualified candidates to the next stage.
  • A Contest is used for campus or mass hiring events. All candidates start and end stages simultaneously, questions can be randomized, and stage starts are controlled to prevent leakage.

Everything described in the steps below applies to both modes. The choice between Assessment and Contest determines how stages are timed and coordinated — not what those stages can contain.

Step 1: Candidate Intake​

Candidate intake is the process of bringing candidates into a given Assessment or Contest. There are two ways this can happen.

Direct Applications​

You can enable Direct Applications on any Assessment or Contest, which allows candidates to apply on their own through a public-facing application form. This is useful when posting to job boards, social media, hiring partner channels, or campus placement coordinators.

The application form is fully customizable for each Assessment or Contest and can include:

  • Basic details (name, email, phone)
  • Education details (degree, year of passing, CGPA, institute)
  • Experience details
  • Resume upload
  • Custom questions and fields

When Direct Applications are enabled, you can also configure screening rules based on the fields of the application form — such as minimum CGPA, minimum years of experience, or any other role-specific eligibility criteria. Candidates who do not meet the defined rules are filtered out automatically, while those who qualify are invited to the Assessment or Contest without any manual effort from the hiring team.

Hiring Team Invitations​

The second way to bring candidates in is through a direct invitation initiated by a member of the hiring team — a recruiter, hiring manager, or anyone with the appropriate role. Invitations can be sent in the following ways:

  • Invite by email — add a specific candidate using their name, email address, and phone number
  • Bulk invite via CSV — upload a CSV file containing names, email addresses, and phone numbers of multiple candidates
  • Resume upload — upload individual resume files or a zip file containing multiple resumes to invite candidates in bulk

Step 2: Profile Screening​

Profile Screening is an optional stage that can be added to any Assessment or Contest. When enabled, every candidate's resume is automatically parsed and scored against a defined set of criteria before an invitation is sent. A candidate is invited to proceed only if their resume score meets or exceeds the configured threshold.

Profile Screening works particularly well in conjunction with Direct Applications. When an application form includes a Resume field, candidates supply their resume at the point of application. Those resumes are then parsed and scored against the Profile Screening criteria — and only candidates who clear the threshold receive an invitation to the Assessment or Contest.

The Profile Screening stage is configured with:

  • Multiple scoring criteria defined in natural language
  • A weight assigned to each criterion
  • An overall cutoff threshold that determines whether a candidate is invited or held

This ensures that by the time candidates enter the skill evaluation stages, their profile has already been validated against the role requirements.

Step 3: Skill-based Assessment Stages​

Candidates then go through one or more stages such as:

  • Quizzes (MCQ, Short Answer, Comprehension)
  • Coding or application challenges
  • Notebook or SQL rounds
  • Video Response
  • AI Interview

All stages support:

  • Webcam recording
  • Audio recording
  • Full-screen recording

Candidates complete stages at their convenience, while hiring teams review recordings and playback at their convenience.

Step 4: Evidence, Scoring, and Performance Review​

CoderScout provides:

  • AI-based scoring for most stage types
  • Performance insights and summaries
  • Ranked candidate views highlighting top performers
  • Timeline flags for suspicious activity (tab switch, absence, assistance)

This allows quick, confident shortlisting without having to manually review every submission.

Step 5: Interviews — Last and Focused​

Only after reviewing scores, recordings, playback timelines, and resume and profile fit do Hiring Managers and SMEs step in for interviews.

CoderScout supports the full interview lifecycle on the same platform:

  • Scheduling — coordinate and confirm interview slots with candidates and interviewers
  • Reminders — automated notifications sent to both candidates and interviewers ahead of the scheduled time
  • Live interviews — conduct interviews directly within CoderScout, with webcam and screen sharing built in

This means the hiring team never needs to switch to an external tool to close the loop.

Next Steps​