---
title: Partial scoring
description: In a Data Science question, you can add multiple test cases with varying scores to evaluate a candidate’s submission. This is known as partial scoring.  Each test case can be assigned a score. You can
---

[Skip to content](https://help.hackerearth.com/hc/en-us/articles/4404654924825-partial-scoring#main-content)

English

Show submenu for translations

![HE logo.png\]](https://help.hackerearth.com/hs-fs/hubfs/HE%20logo.png?height=40&name=HE%20logo.png)

Open main navigation

Close main navigation

- English
  
  Show submenu for translations

 Hello. How can we help you?

- There are no suggestions because the search field is empty.

1. [Help Center](https://help.hackerearth.com/?hsLang=en)
2. [Assessments: Recruiters](https://help.hackerearth.com/assessments-recruiters?hsLang=en)
3. [Data science](https://help.hackerearth.com/assessments-recruiters?hsLang=en#data-science)

# Partial scoring

In a Data Science question, you can add multiple test cases with varying scores to evaluate a candidate’s submission. This is known as partial scoring. 

Each test case can be assigned a score. You can follow the provided steps to add partial scoring in your data science question:

1\. Add a Data Science question to a test.

*Note*: You can either select an existing data science question from the library or create a new question.

2\. Select the question and click **Edit question**.

![DS7.png](https://help.hackerearth.com/hubfs/Knowledge%20Base%20Import/DS7-1.png)

3\. Click **Data & test cases**.

![DS8.png](https://help.hackerearth.com/hubfs/Knowledge%20Base%20Import/DS8-1.png)

4\. In the **Checker** section, click **Add checker file**

**![DS9.png](https://help.hackerearth.com/hubfs/Knowledge%20Base%20Import/DS9-1.png)**

5\. Upload the full expected output (**Expected output)** and the **Checker** file. Enter **Maximum score** for each test case and select the respective **Checker language**. Then, click **Upload**.

![DS10.png](https://help.hackerearth.com/hs-fs/hubfs/Knowledge%20Base%20Import/DS10-1.png?width=607&height=392&name=DS10-1.png)

**6. Set as sample checker**: You can set a test case (Expected output and Checker) as the sample checker. Once you select a test case as the sample checker, it will be used as a sample Expected output. In other words, when you click **COMPILE & TEST**, the enabled test case will be used to evaluate the submission. The other test cases will be used to evaluate the submission when **SUBMIT** is clicked.

![DS11.png](https://help.hackerearth.com/hubfs/Knowledge%20Base%20Import/DS11-1.png)

Example

The following example has two test cases. Each test case has a unique evaluation metric to evaluate the submission. 

![DS12.png](https://help.hackerearth.com/hubfs/Knowledge%20Base%20Import/DS12-1.png)

Here, *Checker 1* uses F1 score and *Checker 2* uses accuracy score as evaluation metric.

When you click **COMPILE & TEST**, the submission is auto-evaluated against the test case that is set as sample checker, that is, Checker 1. A score with respect to F1 score is generated and displayed.

![DS13.png](https://help.hackerearth.com/hs-fs/hubfs/Knowledge%20Base%20Import/DS13-1.png?width=387&height=241&name=DS13-1.png)

To make a submission, when you click **SUBMIT**, the submission is auto-evaluated  against the other test cases, that is, Checker 2. A final score with respect to accuracy score is generated and displayed.

![DS14.png](https://help.hackerearth.com/hs-fs/hubfs/Knowledge%20Base%20Import/DS14-1.png?width=391&height=259&name=DS14-1.png)

*Note*: If there are multiple test cases, the final score is the addition of all the scores assigned to each test case. The test case that is *set as sample checker* will not be considered in this final score. 

When you want to change the score for a data science question, you need to update the score on the UI and in the checker files for correct evaluation.

You can implement partial scoring if you want to check a submission with respect to different evaluation metrics. Also, in instances where you have different expected outputs. 

 

- [Assessments: Recruiters](https://help.hackerearth.com/assessments-recruiters?hsLang=en#main-content)

    - [Getting started](https://help.hackerearth.com/assessments-recruiters?hsLang=en#getting-started)
    - [Account settings](https://help.hackerearth.com/assessments-recruiters?hsLang=en#account-settings)
    - [Admin management](https://help.hackerearth.com/assessments-recruiters?hsLang=en#admin-management)
    - [Creating tests automatically](https://help.hackerearth.com/assessments-recruiters?hsLang=en#creating-tests-automatically)
    - [Creating tests manually](https://help.hackerearth.com/assessments-recruiters?hsLang=en#creating-tests-manually)
    - [Test settings](https://help.hackerearth.com/assessments-recruiters?hsLang=en#test-settings)
    - [Sections and question pooling](https://help.hackerearth.com/assessments-recruiters?hsLang=en#sections-and-question-pooling)
    - [Libraries](https://help.hackerearth.com/assessments-recruiters?hsLang=en#libraries)
    - [Multiple Choice Questions (MCQs)](https://help.hackerearth.com/assessments-recruiters?hsLang=en#multiple-choice-questions-mcqs)
    - [Programming](https://help.hackerearth.com/assessments-recruiters?hsLang=en#programming)
    - [Project](https://help.hackerearth.com/assessments-recruiters?hsLang=en#project)
    - [SQL](https://help.hackerearth.com/assessments-recruiters?hsLang=en#sql)
    - [Data science](https://help.hackerearth.com/assessments-recruiters?hsLang=en#data-science)
    - [Machine Learning (ML)](https://help.hackerearth.com/assessments-recruiters?hsLang=en#machine-learning-ml)
    - [DevOps](https://help.hackerearth.com/assessments-recruiters?hsLang=en#devops)
    - [Python project questions](https://help.hackerearth.com/assessments-recruiters?hsLang=en#python-project-questions)
    - [Automation Testing](https://help.hackerearth.com/assessments-recruiters?hsLang=en#automation-testing)
    - [Java Project](https://help.hackerearth.com/assessments-recruiters?hsLang=en#java-project)
    - [C# project questions](https://help.hackerearth.com/assessments-recruiters?hsLang=en#c-project-questions)
    - [Subjective](https://help.hackerearth.com/assessments-recruiters?hsLang=en#subjective)
    - [Approximate](https://help.hackerearth.com/assessments-recruiters?hsLang=en#approximate)
    - [Diagram](https://help.hackerearth.com/assessments-recruiters?hsLang=en#diagram)
    - [File upload](https://help.hackerearth.com/assessments-recruiters?hsLang=en#file-upload)
    - [Invites](https://help.hackerearth.com/assessments-recruiters?hsLang=en#invites)
    - [Reports](https://help.hackerearth.com/assessments-recruiters?hsLang=en#reports)
    - [Billing](https://help.hackerearth.com/assessments-recruiters?hsLang=en#billing)
    - [HackerEarth Reports: Admins, Tests, and Teams](https://help.hackerearth.com/assessments-recruiters?hsLang=en#hackerearth-reports-admins-tests-and-teams)
    - [Technical Content Updates](https://help.hackerearth.com/assessments-recruiters?hsLang=en#technical-content-updates)
- [FaceCode](https://help.hackerearth.com/facecode?hsLang=en#main-content)

    - [FaceCode and its features](https://help.hackerearth.com/facecode?hsLang=en#facecode-and-its-features)
    - [Scheduling interviews on FaceCode](https://help.hackerearth.com/facecode?hsLang=en#scheduling-interviews-on-facecode)
- [Assessments: ATS integrations](https://help.hackerearth.com/assessments-ats-integrations?hsLang=en#main-content)

    - [Integration](https://help.hackerearth.com/assessments-ats-integrations?hsLang=en#integration)
    - [iCIMS](https://help.hackerearth.com/assessments-ats-integrations?hsLang=en#icims)
    - [Zoho Recruit](https://help.hackerearth.com/assessments-ats-integrations?hsLang=en#zoho-recruit)
    - [SmartRecruiters](https://help.hackerearth.com/assessments-ats-integrations?hsLang=en#smartrecruiters)
    - [EightFold](https://help.hackerearth.com/assessments-ats-integrations?hsLang=en#eightfold)
    - [SuccessFactors](https://help.hackerearth.com/assessments-ats-integrations?hsLang=en#successfactors)
    - [Greenhouse](https://help.hackerearth.com/assessments-ats-integrations?hsLang=en#greenhouse)
    - [Lever](https://help.hackerearth.com/assessments-ats-integrations?hsLang=en#lever)
    - [Linkedin Talent Hub](https://help.hackerearth.com/assessments-ats-integrations?hsLang=en#linkedin-talent-hub)
    - [JazzHR](https://help.hackerearth.com/assessments-ats-integrations?hsLang=en#jazzhr)
    - [Workable](https://help.hackerearth.com/assessments-ats-integrations?hsLang=en#workable)
    - [Recruiterbox - Trakstar Hire](https://help.hackerearth.com/assessments-ats-integrations?hsLang=en#recruiterbox-trakstar-hire)
    - [Jobvite](https://help.hackerearth.com/assessments-ats-integrations?hsLang=en#jobvite)
    - [Ashby](https://help.hackerearth.com/assessments-ats-integrations?hsLang=en#ashby)
- [Assessments: Product updates](https://help.hackerearth.com/assessments-product-updates?hsLang=en#main-content)

    - [Release notes: HackerEarth Assessment](https://help.hackerearth.com/assessments-product-updates?hsLang=en#release-notes-hackerearth-assessment)
    - [Root Cause Analysis (RCA)](https://help.hackerearth.com/assessments-product-updates?hsLang=en#root-cause-analysis-rca)
    - [Content updates](https://help.hackerearth.com/assessments-product-updates?hsLang=en#content-updates)
- [Assessments: Best practices](https://help.hackerearth.com/assessments-best-practices?hsLang=en#main-content)

    - [Recruit](https://help.hackerearth.com/assessments-best-practices?hsLang=en#recruit)
- [SSO](https://help.hackerearth.com/sso?hsLang=en#main-content)

    - [SSO](https://help.hackerearth.com/sso?hsLang=en#sso)
- [Upskilling](https://help.hackerearth.com/upskilling?hsLang=en#main-content)

    - [Introduction: Upskilling](https://help.hackerearth.com/upskilling?hsLang=en#introduction-upskilling)
- [Assessments: Candidates](https://help.hackerearth.com/assessments-candidates?hsLang=en#main-content)

    - [Getting started](https://help.hackerearth.com/assessments-candidates?hsLang=en#getting-started)
    - [Test environment](https://help.hackerearth.com/assessments-candidates?hsLang=en#test-environment)
    - [Question types](https://help.hackerearth.com/assessments-candidates?hsLang=en#question-types)
    - [FaceCode](https://help.hackerearth.com/assessments-candidates?hsLang=en#facecode)
    - [Feedback and queries](https://help.hackerearth.com/assessments-candidates?hsLang=en#feedback-and-queries)
- [Problem setting for HackerEarth](https://help.hackerearth.com/problem-setting-for-hackerearth?hsLang=en#main-content)

    - [Rate cards](https://help.hackerearth.com/problem-setting-for-hackerearth?hsLang=en#rate-cards)
- [Campus](https://help.hackerearth.com/campus?hsLang=en#main-content)

    - [Recruiters](https://help.hackerearth.com/campus?hsLang=en#recruiters)
    - [Recruiter FAQs](https://help.hackerearth.com/campus?hsLang=en#recruiter-faqs)
    - [Candidate FAQs](https://help.hackerearth.com/campus?hsLang=en#candidate-faqs)
- [Hackathons and Hiring Challenges](https://help.hackerearth.com/hackathons-and-hiring-challenges?hsLang=en#main-content)

    - [Hackathons](https://help.hackerearth.com/hackathons-and-hiring-challenges?hsLang=en#hackathons)
    - [Hiring challenges](https://help.hackerearth.com/hackathons-and-hiring-challenges?hsLang=en#hiring-challenges)
- [Frequently Asked Questions (FAQs)](https://help.hackerearth.com/frequently-asked-questions-faqs?hsLang=en#main-content)

    - [Assessments: Recruiters](https://help.hackerearth.com/frequently-asked-questions-faqs?hsLang=en#assessments-recruiters)
    - [GDPR compliance (Candidates)](https://help.hackerearth.com/frequently-asked-questions-faqs?hsLang=en#gdpr-compliance-candidates)
    - [GDPR compliance (Recruiters)](https://help.hackerearth.com/frequently-asked-questions-faqs?hsLang=en#gdpr-compliance-recruiters)
    - [General](https://help.hackerearth.com/frequently-asked-questions-faqs?hsLang=en#general)
    - [Assessments: Candidates](https://help.hackerearth.com/frequently-asked-questions-faqs?hsLang=en#assessments-candidates)
    - [HackerEarth Vs ChatGPT](https://help.hackerearth.com/frequently-asked-questions-faqs?hsLang=en#hackerearth-vs-chatgpt)
- [Profiles](https://help.hackerearth.com/profiles?hsLang=en#main-content)

    - [Profiles - Recruiter](https://help.hackerearth.com/profiles?hsLang=en#profiles-recruiter)
- [OnScreen](https://help.hackerearth.com/onscreen?hsLang=en#main-content)

    - [OnScreen - Interview templates](https://help.hackerearth.com/onscreen?hsLang=en#onscreen-interview-templates)
    - [OnScreen - Sending Invites](https://help.hackerearth.com/onscreen?hsLang=en#onscreen-sending-invites)
    - [OnScreen - Download reports](https://help.hackerearth.com/onscreen?hsLang=en#onscreen-download-reports)
    - [OnScreen - Interview Analytics](https://help.hackerearth.com/onscreen?hsLang=en#onscreen-interview-analytics)
    - [OnScreen - Overview](https://help.hackerearth.com/onscreen?hsLang=en#onscreen-overview)
    - [OnScreen - Interview Proctoring Settings](https://help.hackerearth.com/onscreen?hsLang=en#onscreen-interview-proctoring-settings)

[![Chill listening crop-3](https://help.hackerearth.com/hs-fs/hubfs/HE%20Logo%20for%20sig-1.png?width=120&height=24&name=HE%20Logo%20for%20sig-1.png "Chill listening crop-3")](https://www.hackerearth.com/)

Copyright © 2026, HackerEarth