Chuyên gia Khoa học Dữ liệu - DF - DXAB

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	<li style="margin-left:8px"><span style="font-size:11pt"><span style="line-height:107%"><span style="font-family:Calibri,sans-serif"><span style="font-size:12.0pt"><span style="line-height:107%">Mine, profile, clean and analyze data from company’s databases to drive optimization and improvement of product development, customer journey experiences, revenue uplift, marketing techniques and business strategies. </span></span></span></span></span></li>
	<li style="margin-left:8px"><span style="font-size:11pt"><span style="line-height:107%"><span style="font-family:Calibri,sans-serif"><span style="font-size:12.0pt"><span style="line-height:107%">Assess the effectiveness and accuracy of multiple data sources and data gathering techniques.</span></span></span></span></span></li>
	<li style="margin-left:8px"><span style="font-size:11pt"><span style="line-height:107%"><span style="font-family:Calibri,sans-serif"><span style="font-size:12.0pt"><span style="line-height:107%">Know at all times your data (size, average, distributions, outliers, etc.) and be able to estimate model output, impact and come up with sanity checks to detect bugs (discrepancies between expectations and results). Analyze data for trends and patterns and interpret the data with clear objective and outcome in mind.</span></span></span></span></span></li>
	<li style="margin-left:8px"><span style="font-size:11pt"><span style="line-height:107%"><span style="font-family:Calibri,sans-serif"><span style="font-size:12.0pt"><span style="line-height:107%">Translate business problems into data analytics ones, build algorithms and work with machine learning and deep learning tools to deliver advance analytics solutions across the firm including classification, regression, recommendation engines, clustering, time series <span style="color:#000000;">forecasting, probabilistic &amp; statistics modeling, etc.</span></span></span></span></span></span></li>
	<li style="margin-left:8px"><span style="color:#000000;"><span style="font-size:11pt"><span style="line-height:107%"><span style="font-family:Calibri,sans-serif"><span style="font-size:12.0pt"><span style="line-height:107%">Collaborate with use case leads and campaign teams for end-to-end analytics use cases with baselining, modeling, stratified sampling, A/B testing design and go-to-market plan.</span></span></span></span></span></span></li>
	<li style="margin-left:8px"><span style="color:#000000;"><span style="font-size:11pt"><span style="line-height:107%"><span style="font-family:Calibri,sans-serif"><span style="font-size:12.0pt"><span style="line-height:107%">Execute and review data science projects in an Agile manner and in compliance with internal regulatory requirements.</span></span></span></span></span></span></li>
	<li style="margin-left:8px"><span style="color:#000000;"><span style="font-size:11pt"><span style="line-height:107%"><span style="font-family:Calibri,sans-serif"><span style="font-size:12.0pt"><span style="line-height:107%">Develop processes and tools to monitor and analyze model performance and prediction accuracy.</span></span></span></span></span></span></li>
	<li style="margin-left:8px"><span style="color:#000000;"><span style="font-size:11pt"><span style="line-height:107%"><span style="font-family:Calibri,sans-serif"><span style="font-size:12.0pt"><span style="line-height:107%">Guarantee machine learning models are developed with modular, maintainable &amp; scalable code bases.</span></span></span></span></span></span></li>
	<li style="margin-left:8px"><span style="color:#000000;"><span style="font-size:11pt"><span style="line-height:107%"><span style="font-family:Calibri,sans-serif"><b><span style="font-size:12.0pt"><span style="line-height:107%">As a senior data scientist, you will also:</span></span></b></span></span></span></span>
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		<li style="margin-left:8px"><span style="color:#000000;"><span style="font-size:11pt"><span style="line-height:107%"><span style="font-family:Calibri,sans-serif"><span style="font-size:12.0pt"><span style="line-height:107%">Evaluate effectiveness of proposed models and track business performance KPIs against data model.</span></span></span></span></span></span></li>
		<li style="margin-left:8px"><span style="color:#000000;"><span style="font-size:11pt"><span style="line-height:107%"><span style="font-family:Calibri,sans-serif"><span style="font-size:12.0pt"><span style="line-height:107%">Drive application of machine learning and big data techniques across different journeys and squads.</span></span></span></span></span></span></li>
		<li style="margin-left:8px"><span style="color:#000000;"><span style="font-size:11pt"><span style="line-height:107%"><span style="font-family:Calibri,sans-serif"><span style="font-size:12.0pt"><span style="line-height:107%">Manage, execute, and review complex data science projects in an agile manner and in compliance with internal regulatory requirements.</span></span></span></span></span></span></li>
		<li style="margin-left:8px"><span style="color:#000000;"><span style="font-size:11pt"><span style="line-height:107%"><span style="font-family:Calibri,sans-serif"><span style="font-size:12.0pt"><span style="line-height:107%">Lead the identification and interpretation of meaningful and actionable insights from large data and metadata sources together with business partners.</span></span></span></span></span></span></li>
		<li style="margin-left:8px"><span style="color:#000000;"><span style="font-size:11pt"><span style="line-height:107%"><span style="font-family:Calibri,sans-serif"><span style="font-size:12.0pt"><span style="line-height:107%">Review processes and tools designed to monitor and analyze model performance and prediction accuracy.</span></span></span></span></span></span></li>
		<li style="margin-left:8px"><span style="color:#000000;"><span style="font-size:11pt"><span style="line-height:107%"><span style="font-family:Calibri,sans-serif"><span style="font-size:12.0pt"><span style="line-height:107%">Proactively lead discussions in 3+ squads to identify questions and issues for data science</span></span></span></span></span></span></li>
		<li style="margin-left:8px"><span style="color:#000000;"><span style="font-size:11pt"><span style="line-height:107%"><span style="font-family:Calibri,sans-serif"><span style="font-size:12.0pt"><span style="line-height:107%">Collaborate with Data Engineers &amp; ML Engineer to build complex, technical algorithms in data analytics software applications to improve work efficiency.</span></span></span></span></span></span></li>
		<li style="margin-left:8px"><span style="color:#000000;"><span style="font-size:11pt"><span style="line-height:107%"><span style="font-family:Calibri,sans-serif"><span style="font-size:12.0pt"><span style="line-height:107%">Manage project conflicts, challenges and dynamic business requirements to keep operations running at high performance.</span></span></span></span></span></span></li>
		<li style="margin-left:8px"><span style="color:#000000;"><span style="font-size:11pt"><span style="line-height:107%"><span style="font-family:Calibri,sans-serif"><span style="font-size:12.0pt"><span style="line-height:107%">Work with team leads to resolve people problems and project roadblocks, conduct post mortem and root cause analysis to help squads continuously improve their practices to ensure maximum productivity.</span></span></span></span></span></span></li>
		<li style="margin-left:8px"><span style="color:#000000;"><span style="font-size:11pt"><span style="line-height:107%"><span style="font-family:Calibri,sans-serif"><span style="font-size:12.0pt"><span style="line-height:107%">Mentor and coach junior fellows into fully competent Data Scientists.</span></span></span></span></span></span></li>
		<li style="margin-left:8px; margin-bottom:11px"><span style="color:#000000;"><span style="font-size:11pt"><span style="line-height:107%"><span style="font-family:Calibri,sans-serif"><span style="font-size:12.0pt"><span style="line-height:107%">Identify and encourage areas for growth and improvement within the team.</span></span></span></span></span></span></li>
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							<div class="job_qualifications">
							<ul>
	<li style="font-family: Arial;"><span style="font-size:11pt"><span style="line-height:107%"><span style="font-family:Calibri,sans-serif"><span style="font-size:12.0pt"><span style="line-height:107%">Master's degree (or higher) in Statistics, Mathematics, Quantitative Analysis, Computer Science, Software Engineering, Information Technology or other Numerical Disciplines. Ph.D. degree in the field is a plus.</span></span></span></span></span></li>
	<li style="margin-left:8px"><span style="font-size:11pt"><span style="line-height:107%"><span style="font-family:Calibri,sans-serif"><span style="font-size:12.0pt"><span style="line-height:107%">Experience in querying databases, coding and statistical computer languages (e.g. Python, Scala, Java, SQL)</span></span></span></span></span></li>
	<li style="margin-left:8px"><span style="font-size:11pt"><span style="line-height:107%"><span style="font-family:Calibri,sans-serif"><b><span style="font-size:12.0pt"><span style="line-height:107%"><span style="color:#2e74b5">4-8</span></span></span></b><span style="font-size:12.0pt"><span style="line-height:107%"> years of relevant experience in areas of data analytics, model development on large amount of data, implementing and deploying various statistical, machine learning &amp; deep learning models such as: Simulation, GLM/Regression, Classification, Decision Trees, Random Forest, Gradient Boosted Trees, Neural Networks, Text Mining, Graph Learning, Social Network Analysis, etc.</span></span></span></span></span></li>
	<li style="margin-left:8px"><span style="font-size:11pt"><span style="line-height:107%"><span style="font-family:Calibri,sans-serif"><span style="font-size:12.0pt"><span style="line-height:107%">Experience with data processing, statistics, machine learning and deep learning tools: Numpy, Pandas, Statsmodels, Scikit-Learn, Tensorflow, Keras, Pytorch, etc.</span></span></span></span></span></li>
	<li style="margin-left:8px"><span style="font-size:11pt"><span style="line-height:107%"><span style="font-family:Calibri,sans-serif"><span style="font-size:12.0pt"><span style="line-height:107%">Experience with distributed data/computing tools: HDFS, Hive, Presto, PySpark, etc.</span></span></span></span></span></li>
	<li style="margin-left:8px"><span style="font-size:11pt"><span style="line-height:107%"><span style="font-family:Calibri,sans-serif"><span style="font-size:12.0pt"><span style="line-height:107%">Experience with visualizing/presenting data for stakeholders using: D3.js, ggplot, matplotlib, seaborn, plotly, etc.</span></span></span></span></span></li>
	<li style="margin-left:8px"><span style="font-size:11pt"><span style="line-height:107%"><span style="font-family:Calibri,sans-serif"><span style="font-size:12.0pt"><span style="line-height:107%">Experience with cloud services (AWS, GCP, Azure)</span></span></span></span></span></li>
	<li style="margin-left:8px"><span style="font-size:11pt"><span style="line-height:107%"><span style="font-family:Calibri,sans-serif"><span style="font-size:12.0pt"><span style="line-height:107%"><span style="color:#2e74b5">Experience in application of machine learning and AI to questions related to the financial sector</span></span></span></span></span></span></li>
	<li style="margin-left:8px"><span style="font-size:11pt"><span style="line-height:107%"><span style="font-family:Calibri,sans-serif"><span style="font-size:12.0pt"><span style="line-height:107%"><span style="color:#2e74b5">Experience in providing fact-based insights to drive decision-making and help senior management and other stakeholders realize enterprise value at scale</span></span></span></span></span></span></li>
	<li style="margin-left:8px"><span style="font-size:11pt"><span style="line-height:107%"><span style="font-family:Calibri,sans-serif"><span style="font-size:12.0pt"><span style="line-height:107%">English proficiency requirements are pursuant to MSB's policy</span></span></span></span></span></li>
	<li style="margin-left:8px"><span style="font-size:11pt"><span style="line-height:107%"><span style="font-family:Calibri,sans-serif"><span style="font-size:12.0pt"><span style="line-height:107%">Experience with communicating complex analysis and models across a diverse team</span></span></span></span></span></li>
	<li style="margin-left:8px"><span style="font-size:11pt"><span style="line-height:107%"><span style="font-family:Calibri,sans-serif"><span style="font-size:12.0pt"><span style="line-height:107%">Excellent written and verbal communication skills for coordinating across teams</span></span></span></span></span></li>
	<li style="margin-left:8px"><span style="font-size:11pt"><span style="line-height:107%"><span style="font-family:Calibri,sans-serif"><span style="font-size:12.0pt"><span style="line-height:107%">Understanding of Agile principles, practices and Scrum methodologies</span></span></span></span></span></li>
	<li style="margin-bottom:11px; margin-left:8px"><span style="font-size:11pt"><span style="line-height:107%"><span style="font-family:Calibri,sans-serif"><span style="font-size:12.0pt"><span style="line-height:107%">Experience working in Agile teams to support digital transformation projects</span></span></span></span></span></li>
</ul>

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