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Data Scientist

Date: 04-Dec-2021

Location: Stellenbosch, Western Cape, ZA

Company: Capitec Bank Ltd

Purpose Statement

  • To assist in building and delivering the AI strategy to ensure Capitec is able to compete in a fast changing landscape. Data science will be a key strategic differentiator in the future.
  • Data scientists will help automate and improve processes, create new products and services and assist with improved decision making based on data.

Experience

Level descriptors:

  • Data Scientist is expected to be able to co-ordinate and lead other data scientists to ensure successful starting trajectories of projects. Also expected to be able to present at required formal committees within the bank (e.g. MTSC, ECM, CCM, TAF, Data Steerco) to drive project delivery.

Proven experience in:

  • 2+ years of experience in building machine learning models in Python/R 
  • Business analysis and requirements gathering
  • Reproducible coding experience and working with source control tools e.g. Git, Bitbucket
  • Experience in deploying models into production
  • Spark, Hadoop or similar big data coding experience 
  • Working in remote environments, e.g. Docker, Linux
  • Working in cloud environments, e.g. Azure, AWS

Qualifications (Minimum)

  • Honours Degree in Data Science or Mathematics

Qualifications (Ideal or Preferred)

  • Doctoral Degree in Data Science or Mathematics

Knowledge

Min:

Must have detailed knowledge of:

  • Solution and experimental design for model development
  • Machine learning development and underlying theory and assumptions of techniques. 
  • Predictive modelling techniques (statistical and machine learning) and deployment
  • Source control systems e.g. Git, Bitbucket, or Sourcetree
  • Relational database technologies
  • Data Science lifecycle and applicable skills within

Ideal:

  • Data analysis 
  • Solution and experimental design
  • Machine learning model architecture (technical design and implementation processes)
  • Specialist in one or more specific machine learning competencies, e.g. NLP, Deep Learning etc.

Solid understanding of:

  • Underlying theory and application of machine learning models, must be able to understand underlying principles and theory and be able to teach others. 
  • Best practices for data science 
  • Ethical AI design principles
  • Capitec Data Science lifecycle 
  • Capitec DPLC

Skills

  • Numerical Reasoning skills
  • Attention to Detail
  • Communications Skills
  • Computer Literacy (MS Word, MS Excel, MS Outlook)
  • Problem solving skills
  • Analytical Skills

Competencies

  • Working with People
  • Writing and Reporting
  • Applying Expertise and Technology
  • Analysing
  • Learning and Researching
  • Delivering Results and Meeting Customer Expectations
  • Adapting and Responding to Change
  • Achieving Personal Work Goals and Objectives

Conditions of Employment

  • Clear criminal and credit record

Capitec is committed to diversity and, where feasible, all appointments will support the achievement of our employment equity goals.