Primary competition visual

UmojaHack Ghana: Expresso Churn Prediction Challenge by UmojaHack Africa

Helping Ghana
23 200 GHS
Challenge completed over 5 years ago
Classification
Prediction
62 joined
47 active
Starti
Jun 27, 20
Closei
Jun 27, 20
Reveali
Jun 27, 20
Predict when an airtime customer will move to another provider

This is a private hackathon open to UmojaHack Ghana participants. If you are a university student in Ghana and would like to participate, contact Zindi Ambassador John Bagiliko.

Expresso is an African telecommunications company that provides customers with airtime and mobile data bundles. The objective of this challenge is to develop a machine learning model to predict the likelihood of each Expresso customer “churning,” i.e. becoming inactive and not making any transactions for 90 days.

This solution will help Expresso to better serve their customers by understanding which customers are at risk of leaving.

About Expresso:

Expresso is an African telecommunications services company that provides telecommunication services in two African markets: Mauritania and Senegal. Expresso offers a wide range of products and services to meet the needs of customers.

About FAIR Forward and GIZ (toolkit-digitalisierung.de/en/fair-forward)

The “FAIR Forward – Artificial Intelligence for all” initiative promotes a more open, inclusive and sustainable approach to AI on an international level. It is implemented by the Deutsche Gesellschaft für Internationale Zusammenarbeit (GIZ) on behalf of the German Federal Ministry for Economic Cooperation and Development (BMZ). FAIR Forward seeks to improve the foundations for AI innovation and policy in five partner countries: Rwanda, Uganda, Ghana, South Africa and India. Together with our partners, we focus on three areas of action: (1) strengthen local technical know-how on AI, (2) increase access to open AI training data, (3) develop policy frameworks ready for AI.

Thank you to Google for sponsoring UmojaHack Ghana.

Rules

This is a private hackathon open to UmojaHack Ghana participants. If you are a university student in Ghana and would like to participate, contact Zindi Ambassador John Bagiliko.

Teams and collaboration

You may participate in this competition as an individual or in a team of up to four people. When creating a team, the team must have a total submission count less than or equal to the maximum allowable submissions as of the formation date. A team will be allowed the maximum number of submissions for the competition, minus the highest number of submissions among team members at team formation. Prizes are transferred only to the individual players or to the team leader.

Multiple accounts per user are not permitted, and neither is collaboration or membership across multiple teams. Individuals and their submissions originating from multiple accounts will be disqualified.

Code must not be shared privately outside of a team. Any code that is shared, must be made available to all competition participants through the platform. (i.e. on the discussion boards).

Datasets and packages

The solution must use publicly-available, open-source packages only.

You may use only the datasets provided for this competition. Automated machine learning tools such as automl are not permitted.

You may use pretrained models as long as they are openly available to everyone.

The data used in this competition is the sole property of Zindi and the competition host. You may not transmit, duplicate, publish, redistribute or otherwise provide or make available any competition data to any party not participating in the Competition (this includes uploading the data to any public site such as Kaggle or GitHub). You may upload, store and work with the data on any cloud platform such as Google Colab, AWS or similar, as long as 1) the data remains private and 2) doing so does not contravene Zindi’s rules of use.

You must notify Zindi immediately upon learning of any unauthorised transmission of or unauthorised access to the competition data, and work with Zindi to rectify any unauthorised transmission or access.

Your solution must not infringe the rights of any third party and you must be legally entitled to assign ownership of all rights of copyright in and to the winning solution code to Zindi.

Submissions and winning

You may make a maximum of 100 submissions per day. Your highest-scoring solution on the private leaderboard at the end of the competition will be the one by which you are judged.

Zindi maintains a public leaderboard and a private leaderboard for each competition. The Public Leaderboard includes approximately 50% of the test dataset. While the competition is open, the Public Leaderboard will rank the submitted solutions by the accuracy score they achieve. Upon close of the competition, the Private Leaderboard, which covers the other 50% of the test dataset, will be made public and will constitute the final ranking for the competition.

If your solution places 1st, 2nd, or 3rd in the final ranking, you will be required to submit your winning solution code to us for verification and you thereby agree to share all worldwide rights of copyright in and to such winning solution to Zindi.

You will have until 20:29 GMT on 27 June 2020 to submit your code for review. Submit your code to zindi@zindi.africa with subject line “UmojaHack Ghana position # - team name or username and university.” Regardless of any public announcement of winners, Zindi reserves the right to disqualify any user, team, or university on or even after 27 June 2020 if the code does not reproduce the winning submission.

You acknowledge and agree that Zindi may, without any obligation to do so, remove or disqualify an individual, team, or account if Zindi believes that such individual, team, or account is in violation of these rules. Entry into this competition constitutes your acceptance of these official competition rules.

  • Participants may compete individually or in teams of up to four people.
  • The teams will be judged based on their ranking on the dedicated Zindi leaderboard at the time of competition close.
  • All participants in the hackathon must be registered students (undergraduate or graduate) at the university they represent. Lecturers, University staff, and alumni may participate in a mentorship or advisory capacity.
  • Teams cannot collaborate or share information with each other.
  • All solutions must use machine learning, but teams are permitted and encouraged to use exploratory data analysis in building their solutions.
  • All solutions must use publicly-available, open-source packages only.
  • Solutions must use only the allowed and available datasets.
  • Participants caught cheating or breaking any competition rules will be immediately disqualified from the competition.
  • Universities caught cheating or allowing teams to cheat will be immediately disqualified from the competition.
  • The winning code must be submitted to Zindi for review and validation immediately at the close of the competition. In the interest of logistics, code review will take place only after the competition has closed and winners have been announced.

Please refer to the FAQs and Terms of Use for additional rules that may apply to this competition. We reserve the right to update these rules at any time.

Evaluation

The evaluation metric for this challenge is Log Loss.

The values can be between 0 and 1, inclusive. Where 1 indicates the customer churned and 0 indicates the customer stayed with Expresso.

Your submission should look like:

user_id                                      CHURN
00001dbe00e56fc4b1c1b65dda63de2a5ece55f9      0.98
000055d41c8a62052dd426592e8a4a3342bf565d      0.12
000081dd3245e6869a4a9c574c7050e7bb84c2c8      0.37  
Prizes

In order to win, you must:

  • be a part of the UmojaHack Ghana event on 27 June 2020
  • be currently enrolled as a student at a Ghanian university
  • have your affiliated university listed on your Zindi profile

1st prize: GHC2900 shared between members of the winning team plus GHC7250 for the university to which the winning team is affiliated.

2nd prize: GHC1750 shared between members of the winning team plus GHC5800 for the university to which the winning team is affiliated.

3rd prize: GHC1150shared between members of the winning team plus GHC4350 for the university to which the winning team is affiliated.

Important to note: Only one team from each university will be allowed to win a prize. If more than one team from one university places in the top three, only the top team will win a prize and their university will also win only the one prize. The remaining prizes will be awarded to the next top team/university.

Timeline

Times in GMT

08:00 – 08:30 Welcome and orientation (live video conference using Zoom) Greetings from Google and Expresso.

08:30 – 09:00 Technical orientation to the platform and the challenges (live video conference across all university locations using Zoom)

09:00 Competition opens (note that users can sign up for a competition and join teams before the time)

09:00 – 18:00 Students form teams and work on the challenge, questions and issues during this time can be addressed by local Zindi reps or via WhatsApp group

18:00 Submissions close

18:15 Announcement of local winners and prizes on Zoom