Senior Data Scientist

16 hours ago


Cape Town, South Africa Black Swan Data Ltd Full time

**We are Black Swan Data** In a turbulent and fast-changing marketplace, the old world of traditional consumer research is no longer enough. Where there was slow and pre-emptive questionnaires and surveys, now there's big data, machine learning and predictive analytics. For some, it's unknown territory. For Black Swan Data, it's unprecedented possibilities. Black Swan Data is on a mission to revolutionise Insights & Innovation through the power of Social Prediction. Using sophisticated data science and AI techniques, we unlock social data's potential to understand, connect and predict consumer behaviour more accurately and further ahead than before. We're fast movers. Since 2011, we've spread our wings across the UK, Hungary, USA and South Africa. Today our team of around 150 Swans (and counting) includes data scientists, developers, insights consultants, analysts, designers, engineers and marketeers. But first, we're entrepreneurs and champions of change who thrive on moving fast and breaking new ground. In 2015 we were awarded the Sunday Times #1 Fastest Growing Start-Up. In 2016 we were named the UK's Fastest Growing Exporter. And in both 2017 and 2018 we ranked high in the Financial Times 1000 Europe's Fastest Growing Companies. Since, we've been recognised by Deloitte Fast 50 and the London Stock Exchange for our cutting-edge technology and innovative approach. Now is a great opportunity to join our rapidly growing data and technology SaaS business which is led by an experienced and inspiring management team. We're passionate about what we do and committed to disrupt and drive industry change, so if you're an enthusiastic team player and go-getter we want to hear from you. - "The best way to predict your future is to invent it."_ Peter Drucker **The Role**: Your mission at Black Swan will be to support development of the data science capability which underpins our core technology. As a Senior Data Scientist you will be responsible for tackling some of the toughest and most complex problems which Black Swan's products face. The role combines hands on analysis, complex problem solving and cross functional delivery. Your duties as a Senior Data Scientist would include: - Working with time series and social data to provide creative data science solutions for our core product line. - Working on difficult, often cutting-edge problems such as disambiguation, relevancy and forecasting. - Creating production ready solutions, working with engineering to deploy solutions and productionise prototypes. - Mentoring and supporting junior team members. **About you**: - Proven ability to provide thought leadership and drive R&D efforts. - Highly creative. - Organised, and comfortable in an agile work environment. - Team player, willing to support others and engage with engineering teams. - Excellent people skills and great communicator. - Strong written communication and ability to clearly document work is essential. General Requirements - Master's degree in Computer Science, Mathematics, Physics, Engineering or other physical science. - Experience working with text data. - Experience working with engineering teams on optimisation and productization of data science work. - Deep understanding of core machine learning concepts. Specific Requirements - Proven track record deploying developing in a big data environment, ideally pySpark. - Proficient programmer in Python with solid software development standards, including version control (git), testing (unittest/pytest) and virtual environments. - Experience with SQL and NoSQL databases (incl MongoDB). - Experience with a wide range of NLP problems such as topic modelling, relevancy and disambiguation. - Experience working with word embedding models such as BERT/GloVe. - Experience working in/managing a production code base. Desirable skills - PhD in Computer Science, Mathematics, Physics, Engineering or other physical science. - Programmer in Scala. - Deep learning, specifically for multi-horizon time series forecasting. - Knowledge of network science. Comfortable creating and working with graphs and preforming community detection, finding connected components, eigenvector centrality etc - Experience with Databricks. - Familiarity with the AWS stack. - Experienced in agile development. - Experienced in product-driven data science development. **What makes a Swan?** We want people fanatical about creating innovative solutions inspired by data. We know Black Swan's DNA is different, it's what helps us find new perspectives on our clients' problems. Working in a fast paced, energized environment, our bar is set high, and an ability to build long lasting partnerships both internally and externally is vital. We have made a difference at our core and that is embedded in our values. - We believe in long-term partnerships through transparency and honesty - We believe in leaving the world in a better place than we found it - We believe anyone can achieve great things. We do not



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