Shishir Kumar

Shishir Kumar Email and Phone Number

Full-Stack Data Scientist | Optimizing Gig-worker Pay using AI & ML @ Shipt
Shishir Kumar's Location
San Francisco, California, United States, United States
Shishir Kumar's Contact Details

Shishir Kumar personal email

About Shishir Kumar

Ever since I was a kid, I was good with numbers and loved solving challenging problems. I fell in love with Data Science while building my first predictive model at Loylty Rewardz(LR). The fact that I could predict the future totally blew my mind and I have been hooked onto ML & AI ever since.At LR, I analyzed billions of transactional and demographic data points to generate actionable consumer insights. Having developed and implemented an analytics-focused database helped me hone my SQL skills. Python came in really handy while developing custom applications for automating processes. These experiences enabled me to deploy end-to-end ML solutions for key business problems at LR.I have been fortunate to work with and learn from very smart people all throughout my life. My passion for learning brought me to San Francisco - the startup capital of the world - where brilliant minds from all over the world solve the most challenging problems. As a master's student at USF, I implemented key ML algorithms from scratch and developed a much deeper understanding of data science concepts. Upon graduating, I joined Factspan Analytics where I got the opportunity to solve business problems in diverse domains like online experimentation and grocery order fulfillment. My long-term vision is to use my data science and engineering skills to improve people's lives in a meaningful and sustainable way. In the near term, I want to build scalable products and services and learn from the best minds in the industry. This gels well with my current role at Shipt, where I am optimizing gig-worker pay to drive bottom-line growth and make our marketplace more efficient for all levers.GitHub: https://github.com/ShishirKumar93Personal Website: https://shishirkumar93.github.io/

Shishir Kumar's Current Company Details
Shipt

Shipt

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Full-Stack Data Scientist | Optimizing Gig-worker Pay using AI & ML
Website:
shipt.com
Shishir Kumar Work Experience Details
  • Shipt
    Senior Data Scientist
    Shipt Dec 2022 - Present
    Birmingham, Al, Us
    Focus Area: Gig-worker Pay• Improving gig-worker effort measurement accuracy by including more information about the route and packages• Driving pay policy changes that compensate gig-workers more accurately per effort exerted• Designing and implementing systems that identify fraudulent / unwanted gig-worker behavior to improve bottom-line growth.
  • Shipt
    Data Scientist
    Shipt Dec 2021 - Sep 2022
    Birmingham, Al, Us
    Focus Area: Gig-worker Pay• Developed a new paradigm for gig-worker effort measurement based off geo data; thereby lowering the variance in self-reported effort and establishing more reliable ground truths for both modeling and reporting requirements• Identified fraudulent behavior by geo-fencing package drop-offs and developed code to operationalize the logic, thereby saving at least 2 weeks of engineering work for the team• Ideated, trained and productionalized a machine learning model to estimate gig-worker effort, thereby significantly increasing accuracy, lowering engineering maintenance and unlocking future feature engineering possibilities• Got buy-in from varied group of business stakeholders by creating a pitch deck to highlight benefits and accuracy improvement of the above-said model• Enabled faster launch of above-said model into production environment by implementing exhaustive testing and impact analysis that enabled a 2-day dark mode testing, a vast improvement from the usual 10+ days dark mode testing
  • Factspan Inc.
    Associate Manager, Analytics
    Factspan Inc. Sep 2020 - Apr 2021
    Seattle, Wa, Us
    • Implemented event tagging and error handling to define key KPIs for a $21B+ pharmacy client, thereby bringing down error rates by over 50% for key products. Ran multiple A/B test experiments to improve product features.• Developed a dashboard of 50+ metrics to measure cost and quality of order fulfillment process for a large grocery chain, thereby increasing late delivery notification coverage to ~40% of entire delayed orders using heuristics.
  • Recology
    Data Science Intern
    Recology Nov 2019 - Jun 2020
    San Francisco, Ca, Us
    • Built predictive models to estimate service durations for a $1B+ waste management company in California, achieving a 5% increase in return-on-investment (ROI) by providing more efficient routing recommendations.• Analyzed underperforming routes by utilizing Kepler.gl to build heatmap dashboards, influencing operation teams to re-evaluate the status quo for the legacy routing strategy.• Identified anomalies in key reports and worked closely with Recology’s executive team to make product improvements.
  • Loylty Rewardz Mngt Pvt Ltd
    Assistant Manager, Data Science
    Loylty Rewardz Mngt Pvt Ltd Nov 2017 - May 2019
    Mumbai, Maharashtra, In
    • Led a team of 4 data scientists to handle analytical, reporting and campaign requirements of 26 bank partners, reducing turnaround time for deliverables by 50% by building an automated system of quality checks.• Advised both internal and external C-Suite executives on implementing strategies to shift consumers from cash to card, achieving more than 10x increase in click-through and conversion rates.• Spearheaded customer retention initiatives, and developed customer segmentation personas to our 26 banking partners.
  • Loylty Rewardz Mngt Pvt Ltd
    Data Scientist
    Loylty Rewardz Mngt Pvt Ltd Jun 2014 - Nov 2017
    Mumbai, Maharashtra, In
    • Designed data pipelines to process over 5 billion transactions by leveraging indexing and LIBSVM file formats for sparse datasets, reducing query runtimes by 40% and memory requirements by 70%.• Enabled real-time target group selection for retail clients by segmenting customers into power user clusters, uncovering product opportunities through experimentation that eventually led to a 5% increase in revenue.• Developed a Python-based application to automate data transfer between SQL and Greenplum databases, leading the firm's transition into big data via optimal parallelized databases.
  • Artham Capital Partners Llc
    Summer Intern
    Artham Capital Partners Llc May 2013 - Jul 2013
    Us
    • Analysed companies to publish research reports on long and short equity ideas, including MAT, AWAY, TRX, TRN, WTB.• Generated alphas by analysing market imbalance data for opening & closing auctions on ARCA, NYSE & exploiting arbitrage. • Implemented these strategies on R, generating a 15% annualised return over an investment of USD 15M.
  • Entrepreneurship Cell, Iit Kharagpur
    Associate Member
    Entrepreneurship Cell, Iit Kharagpur 2009 - 2010
    Kharagpur, In
    • Coordinated Entrepreneurship Awareness Drive, a PAN-India series of workshops across 15 cities.• Spearheaded Entrepreneurship Awareness Camp (EAC)–Pune for over 500 students (500% YoY increase).• Raised sponsorship worth INR 1 million and arranged 3 media publications for EAC – Pune.

Shishir Kumar Skills

Entrepreneurship Financial Modeling Event Management Market Research Equity Research Business Analytics Microsoft Sql Server Sas Programming Market Analysis Competitive Analysis R Product Management Java Software Development Weblogic Pl/sql Telecommunications Unix Shell Scripting Unix Data Structures Team Management Core Java Product Lifecycle Management Product Design Product Innovation Product Planning Algorithms Microservices Java Enterprise Edition Xml Javascript Mobile Device Management Mobile Application Management Mobile Device Management Ptp Procure To Pay Order To Cash Otc Rtr Record To Report Design Thinking Solution Architecture Digital Marketing Analytics Analysis Data Analysis Analytical Skills Business Strategy Machine Learning Sql Python Data Visualization Tableau Team Leadership Team Building Data Science

Shishir Kumar Education Details

  • University Of San Francisco
    University Of San Francisco
    Data Science
  • Indian Institute Of Technology, Kharagpur
    Indian Institute Of Technology, Kharagpur
    Chemical Engineering

Frequently Asked Questions about Shishir Kumar

What company does Shishir Kumar work for?

Shishir Kumar works for Shipt

What is Shishir Kumar's role at the current company?

Shishir Kumar's current role is Full-Stack Data Scientist | Optimizing Gig-worker Pay using AI & ML.

What is Shishir Kumar's email address?

Shishir Kumar's email address is ku****@****ail.com

What schools did Shishir Kumar attend?

Shishir Kumar attended University Of San Francisco, Indian Institute Of Technology, Kharagpur.

What are some of Shishir Kumar's interests?

Shishir Kumar has interest in Children, Mobile Device Management(Mdm), Gaming, Education, Emm, Business Analytics, Product Management, Iot (Internet Of Things), Mobile Application Management(Mam), Business Intelligence.

What skills is Shishir Kumar known for?

Shishir Kumar has skills like Entrepreneurship, Financial Modeling, Event Management, Market Research, Equity Research, Business Analytics, Microsoft Sql Server, Sas Programming, Market Analysis, Competitive Analysis, R, Product Management.

Who are Shishir Kumar's colleagues?

Shishir Kumar's colleagues are Mackenzie Rottler, Neema Shakya, Joseph Parsell, Alex Dunn, Bradley Cooper, Abigail Sweeney, Kyla Miller.

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