SlideShare a Scribd company logo
1 of 1
HARSHIT ARORA
(C) 404-993-9528 | harshit.arora@emory.edu |
789 Houston Mill Rd NE Atlanta GA 30329
www.linkedin.com/in/harshitarora26 | https://github.com/Harshit-Arora
EDUCATION
EMORY UNIVERSITY, GOIZUETA BUSINESS SCHOOL Atlanta, GA
Master of Science in Business Analytics (MSBA) – STEM credentialed program Jul’19-May’20
 GPA 3.94/4.0 (Rank: 1/44)
 Coursework: Machine Learning, Data Visualization, Decision Analytics, Business Statistics, Social Network
Analytics, Sports Analytics, Marketing Analytics, Managing Big Data
 Recipient of Goizueta Technology Scholarship ($15,000) | MSBA student ambassador
GURU GOBIND SINGH INDRAPRASTHA UNIVERSITY New Delhi, India
Bachelor of Engineering, Information Technology Aug’14-Jun’18
 CGPA 80.1/100 (Top 10%)
 Co-headed multiple blood donation camps recording 700+ donors
PROJECTS
 MSBA Capstone: Applying Machine Learning techniques to identify key product attributes using R, Python &
BigQuery; leading a team of 4 student Data Science Consultants & serving as primary point of contact for client’s
leadership (Client: Fortune 50 Retail company)
 Developed a customer segmentation and product segmentation model for a major retail chain with 1100+ products
using K-means Clustering
 Designed interactive Tableau dashboards comparing KPIs for 8 major U.S airlines operations in 2018; leveraged R to
clean 11M rows of data to reduce dashboard processing-time by 40%
 Predicted click-through rate for mobile ads on a 31M row dataset using ML classification algorithms such as Random
Forests, Decision Trees,NeuralNets,Logistic Regression, and XGBoost
DATA SCIENCE COMPETENCIES
Languages & Tools: R, Python, SQL, Tableau, RapidMiner, AWS, Google Cloud (BigQuery), Excel, PowerPoint
Techniques: Linear & Logistic Regression, Decision Trees,k-NN, k-Means Clustering, Random Forests,
Network Analysis, Segmentation, Naïve Bayes, Principal Component Analysis (PCA),Cross-
Validation, Recommender Systems, Regularization, Neural Nets, SVM, Ensembles
WORK EXPERIENCE
ZS ASSOCIATES New Delhi, India
Decision Analytics Associate Jun’18-Jun’19
 Discovered key factors for low customer retention by analyzing quantitative survey data from 6,000+ customers using
R and Excel; utilized mathematical approaches to determine relative importance of product and service attributes
 Built a market coverage and optimization model for a major healthcare client in Europe, resulting in reduction of
annual salesforce cost by 15% and a shift towards D2C investment
 Delivered roadmap to increase market share by 20% over 3 years by quantifying the consumer pathway and
identifying key customer leakage points through market research; extrapolated results to national level and drafted
recommendations for market development tactics
 Analyzed effectiveness of pharmacy detailing by leveraging inferential statistics such as t-tests to compare results of
A/B testing on test and control markets
 Led training and coaching sessions for ~20 new recruits for Excel and PowerPoint best practices
DELOITTE New Delhi, India
Business Analyst Intern Aug’17-Sep’17
 Improved service rate by 15% by investigating and eliminating bottlenecks in car service & repair operations of a
Fortune 100 automobile client through statistical analysis of observational data
 Secured additional engagements worth $50,000 by recommending unsupervised machine learning techniques to
segment customers and improve targeting strategy

More Related Content

What's hot

Predictive Marketing Analytics
Predictive Marketing AnalyticsPredictive Marketing Analytics
Predictive Marketing AnalyticsLori Fisher
 
Strategic organisations invest in business change and continuous innovation
Strategic organisations invest in business change and continuous innovationStrategic organisations invest in business change and continuous innovation
Strategic organisations invest in business change and continuous innovationBogdan Ciocoiu
 
Yichi Chen Resume
Yichi Chen ResumeYichi Chen Resume
Yichi Chen ResumeYichi Chen
 
Tom(Xiaoyu) Xie
Tom(Xiaoyu) XieTom(Xiaoyu) Xie
Tom(Xiaoyu) XieXiaoyu Xie
 
Jiaxin-resume
Jiaxin-resumeJiaxin-resume
Jiaxin-resumeJiaxin Xu
 
Todd Oldham - Using Data to Drive Programming Decisions
Todd Oldham - Using Data to Drive Programming DecisionsTodd Oldham - Using Data to Drive Programming Decisions
Todd Oldham - Using Data to Drive Programming DecisionsJoshua Clemans
 
Big Data Analytics IEEE 2015 Projects
Big Data Analytics IEEE 2015 ProjectsBig Data Analytics IEEE 2015 Projects
Big Data Analytics IEEE 2015 ProjectsVijay Karan
 
Predictive Analysis PowerPoint Presentation Slides
Predictive Analysis PowerPoint Presentation SlidesPredictive Analysis PowerPoint Presentation Slides
Predictive Analysis PowerPoint Presentation SlidesSlideTeam
 
Gartner Critical Capabilities for DS& ML Platforms (2019) Review
Gartner Critical Capabilities for DS& ML Platforms (2019) ReviewGartner Critical Capabilities for DS& ML Platforms (2019) Review
Gartner Critical Capabilities for DS& ML Platforms (2019) ReviewMichael Kogan
 

What's hot (14)

Infographics
InfographicsInfographics
Infographics
 
Update from ASTI on recent work in Africa
Update from ASTI on recent work in AfricaUpdate from ASTI on recent work in Africa
Update from ASTI on recent work in Africa
 
Predictive Marketing Analytics
Predictive Marketing AnalyticsPredictive Marketing Analytics
Predictive Marketing Analytics
 
Strategic organisations invest in business change and continuous innovation
Strategic organisations invest in business change and continuous innovationStrategic organisations invest in business change and continuous innovation
Strategic organisations invest in business change and continuous innovation
 
Yichi Chen Resume
Yichi Chen ResumeYichi Chen Resume
Yichi Chen Resume
 
Chang Ying Resume
Chang Ying ResumeChang Ying Resume
Chang Ying Resume
 
Careers in analytics
Careers in analyticsCareers in analytics
Careers in analytics
 
Tom(Xiaoyu) Xie
Tom(Xiaoyu) XieTom(Xiaoyu) Xie
Tom(Xiaoyu) Xie
 
Resume
ResumeResume
Resume
 
Jiaxin-resume
Jiaxin-resumeJiaxin-resume
Jiaxin-resume
 
Todd Oldham - Using Data to Drive Programming Decisions
Todd Oldham - Using Data to Drive Programming DecisionsTodd Oldham - Using Data to Drive Programming Decisions
Todd Oldham - Using Data to Drive Programming Decisions
 
Big Data Analytics IEEE 2015 Projects
Big Data Analytics IEEE 2015 ProjectsBig Data Analytics IEEE 2015 Projects
Big Data Analytics IEEE 2015 Projects
 
Predictive Analysis PowerPoint Presentation Slides
Predictive Analysis PowerPoint Presentation SlidesPredictive Analysis PowerPoint Presentation Slides
Predictive Analysis PowerPoint Presentation Slides
 
Gartner Critical Capabilities for DS& ML Platforms (2019) Review
Gartner Critical Capabilities for DS& ML Platforms (2019) ReviewGartner Critical Capabilities for DS& ML Platforms (2019) Review
Gartner Critical Capabilities for DS& ML Platforms (2019) Review
 

Similar to Resume

Shiban SQ_Resume
Shiban SQ_ResumeShiban SQ_Resume
Shiban SQ_ResumeShiban SQ
 
Sundeep_Kumar- Management Consultant
Sundeep_Kumar- Management ConsultantSundeep_Kumar- Management Consultant
Sundeep_Kumar- Management ConsultantSundeep Kumar
 
Bo Chen Resume
Bo Chen ResumeBo Chen Resume
Bo Chen ResumeBo Chen
 
Resume_Siyu Pan_BA20160817
Resume_Siyu Pan_BA20160817Resume_Siyu Pan_BA20160817
Resume_Siyu Pan_BA20160817Siyu Pan
 
YELUBANDI ARAVIND-PPT-FODS (1).pptx
YELUBANDI ARAVIND-PPT-FODS (1).pptxYELUBANDI ARAVIND-PPT-FODS (1).pptx
YELUBANDI ARAVIND-PPT-FODS (1).pptxssuser11da82
 
YELUBANDI ARAVIND-PPT-FODS.pptx
YELUBANDI ARAVIND-PPT-FODS.pptxYELUBANDI ARAVIND-PPT-FODS.pptx
YELUBANDI ARAVIND-PPT-FODS.pptxssuser11da82
 
Continuous Improvement through Data Science From Products to Systems Beyond C...
Continuous Improvement through Data Science From Products to Systems Beyond C...Continuous Improvement through Data Science From Products to Systems Beyond C...
Continuous Improvement through Data Science From Products to Systems Beyond C...ijtsrd
 
ManishDhamange(Business Analyst)_21
ManishDhamange(Business Analyst)_21ManishDhamange(Business Analyst)_21
ManishDhamange(Business Analyst)_21Manish Dhamange
 
Handbook of Research on AI and Machine Learning Applications in Customer Supp...
Handbook of Research on AI and Machine Learning Applications in Customer Supp...Handbook of Research on AI and Machine Learning Applications in Customer Supp...
Handbook of Research on AI and Machine Learning Applications in Customer Supp...IGI Global
 

Similar to Resume (20)

Resume
ResumeResume
Resume
 
Amanda Ran Yang_Resume
Amanda Ran Yang_ResumeAmanda Ran Yang_Resume
Amanda Ran Yang_Resume
 
Shiban SQ_Resume
Shiban SQ_ResumeShiban SQ_Resume
Shiban SQ_Resume
 
Peter karpiuk paw 2018 june (1)
Peter karpiuk paw 2018 june (1)Peter karpiuk paw 2018 june (1)
Peter karpiuk paw 2018 june (1)
 
Resume
ResumeResume
Resume
 
Revanth Patti Pati_Final
Revanth Patti Pati_FinalRevanth Patti Pati_Final
Revanth Patti Pati_Final
 
Curriculum Vitae
Curriculum VitaeCurriculum Vitae
Curriculum Vitae
 
Sundeep_Kumar- Management Consultant
Sundeep_Kumar- Management ConsultantSundeep_Kumar- Management Consultant
Sundeep_Kumar- Management Consultant
 
Curriculum Vitae
Curriculum VitaeCurriculum Vitae
Curriculum Vitae
 
Curriculum Vitae
Curriculum VitaeCurriculum Vitae
Curriculum Vitae
 
Bo Chen Resume
Bo Chen ResumeBo Chen Resume
Bo Chen Resume
 
Resume
ResumeResume
Resume
 
Karan_CV
Karan_CVKaran_CV
Karan_CV
 
Resume_Siyu Pan_BA20160817
Resume_Siyu Pan_BA20160817Resume_Siyu Pan_BA20160817
Resume_Siyu Pan_BA20160817
 
YELUBANDI ARAVIND-PPT-FODS (1).pptx
YELUBANDI ARAVIND-PPT-FODS (1).pptxYELUBANDI ARAVIND-PPT-FODS (1).pptx
YELUBANDI ARAVIND-PPT-FODS (1).pptx
 
YELUBANDI ARAVIND-PPT-FODS.pptx
YELUBANDI ARAVIND-PPT-FODS.pptxYELUBANDI ARAVIND-PPT-FODS.pptx
YELUBANDI ARAVIND-PPT-FODS.pptx
 
Continuous Improvement through Data Science From Products to Systems Beyond C...
Continuous Improvement through Data Science From Products to Systems Beyond C...Continuous Improvement through Data Science From Products to Systems Beyond C...
Continuous Improvement through Data Science From Products to Systems Beyond C...
 
ManishDhamange(Business Analyst)_21
ManishDhamange(Business Analyst)_21ManishDhamange(Business Analyst)_21
ManishDhamange(Business Analyst)_21
 
GauravKapshe
GauravKapsheGauravKapshe
GauravKapshe
 
Handbook of Research on AI and Machine Learning Applications in Customer Supp...
Handbook of Research on AI and Machine Learning Applications in Customer Supp...Handbook of Research on AI and Machine Learning Applications in Customer Supp...
Handbook of Research on AI and Machine Learning Applications in Customer Supp...
 

Recently uploaded

This PowerPoint helps students to consider the concept of infinity.
This PowerPoint helps students to consider the concept of infinity.This PowerPoint helps students to consider the concept of infinity.
This PowerPoint helps students to consider the concept of infinity.christianmathematics
 
Beyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global ImpactBeyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global ImpactPECB
 
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in DelhiRussian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhikauryashika82
 
An Overview of Mutual Funds Bcom Project.pdf
An Overview of Mutual Funds Bcom Project.pdfAn Overview of Mutual Funds Bcom Project.pdf
An Overview of Mutual Funds Bcom Project.pdfSanaAli374401
 
Introduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The BasicsIntroduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The BasicsTechSoup
 
PROCESS RECORDING FORMAT.docx
PROCESS      RECORDING        FORMAT.docxPROCESS      RECORDING        FORMAT.docx
PROCESS RECORDING FORMAT.docxPoojaSen20
 
Gardella_PRCampaignConclusion Pitch Letter
Gardella_PRCampaignConclusion Pitch LetterGardella_PRCampaignConclusion Pitch Letter
Gardella_PRCampaignConclusion Pitch LetterMateoGardella
 
Activity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdfActivity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdfciinovamais
 
Gardella_Mateo_IntellectualProperty.pdf.
Gardella_Mateo_IntellectualProperty.pdf.Gardella_Mateo_IntellectualProperty.pdf.
Gardella_Mateo_IntellectualProperty.pdf.MateoGardella
 
Accessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impactAccessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impactdawncurless
 
Making and Justifying Mathematical Decisions.pdf
Making and Justifying Mathematical Decisions.pdfMaking and Justifying Mathematical Decisions.pdf
Making and Justifying Mathematical Decisions.pdfChris Hunter
 
Unit-IV- Pharma. Marketing Channels.pptx
Unit-IV- Pharma. Marketing Channels.pptxUnit-IV- Pharma. Marketing Channels.pptx
Unit-IV- Pharma. Marketing Channels.pptxVishalSingh1417
 
Key note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdfKey note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdfAdmir Softic
 
ICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptxICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptxAreebaZafar22
 
APM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across SectorsAPM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across SectorsAssociation for Project Management
 
Sports & Fitness Value Added Course FY..
Sports & Fitness Value Added Course FY..Sports & Fitness Value Added Course FY..
Sports & Fitness Value Added Course FY..Disha Kariya
 
psychiatric nursing HISTORY COLLECTION .docx
psychiatric  nursing HISTORY  COLLECTION  .docxpsychiatric  nursing HISTORY  COLLECTION  .docx
psychiatric nursing HISTORY COLLECTION .docxPoojaSen20
 
Measures of Dispersion and Variability: Range, QD, AD and SD
Measures of Dispersion and Variability: Range, QD, AD and SDMeasures of Dispersion and Variability: Range, QD, AD and SD
Measures of Dispersion and Variability: Range, QD, AD and SDThiyagu K
 

Recently uploaded (20)

Mehran University Newsletter Vol-X, Issue-I, 2024
Mehran University Newsletter Vol-X, Issue-I, 2024Mehran University Newsletter Vol-X, Issue-I, 2024
Mehran University Newsletter Vol-X, Issue-I, 2024
 
This PowerPoint helps students to consider the concept of infinity.
This PowerPoint helps students to consider the concept of infinity.This PowerPoint helps students to consider the concept of infinity.
This PowerPoint helps students to consider the concept of infinity.
 
Beyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global ImpactBeyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global Impact
 
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in DelhiRussian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
 
An Overview of Mutual Funds Bcom Project.pdf
An Overview of Mutual Funds Bcom Project.pdfAn Overview of Mutual Funds Bcom Project.pdf
An Overview of Mutual Funds Bcom Project.pdf
 
Introduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The BasicsIntroduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The Basics
 
PROCESS RECORDING FORMAT.docx
PROCESS      RECORDING        FORMAT.docxPROCESS      RECORDING        FORMAT.docx
PROCESS RECORDING FORMAT.docx
 
Gardella_PRCampaignConclusion Pitch Letter
Gardella_PRCampaignConclusion Pitch LetterGardella_PRCampaignConclusion Pitch Letter
Gardella_PRCampaignConclusion Pitch Letter
 
Activity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdfActivity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdf
 
Gardella_Mateo_IntellectualProperty.pdf.
Gardella_Mateo_IntellectualProperty.pdf.Gardella_Mateo_IntellectualProperty.pdf.
Gardella_Mateo_IntellectualProperty.pdf.
 
Accessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impactAccessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impact
 
Making and Justifying Mathematical Decisions.pdf
Making and Justifying Mathematical Decisions.pdfMaking and Justifying Mathematical Decisions.pdf
Making and Justifying Mathematical Decisions.pdf
 
INDIA QUIZ 2024 RLAC DELHI UNIVERSITY.pptx
INDIA QUIZ 2024 RLAC DELHI UNIVERSITY.pptxINDIA QUIZ 2024 RLAC DELHI UNIVERSITY.pptx
INDIA QUIZ 2024 RLAC DELHI UNIVERSITY.pptx
 
Unit-IV- Pharma. Marketing Channels.pptx
Unit-IV- Pharma. Marketing Channels.pptxUnit-IV- Pharma. Marketing Channels.pptx
Unit-IV- Pharma. Marketing Channels.pptx
 
Key note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdfKey note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdf
 
ICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptxICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptx
 
APM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across SectorsAPM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across Sectors
 
Sports & Fitness Value Added Course FY..
Sports & Fitness Value Added Course FY..Sports & Fitness Value Added Course FY..
Sports & Fitness Value Added Course FY..
 
psychiatric nursing HISTORY COLLECTION .docx
psychiatric  nursing HISTORY  COLLECTION  .docxpsychiatric  nursing HISTORY  COLLECTION  .docx
psychiatric nursing HISTORY COLLECTION .docx
 
Measures of Dispersion and Variability: Range, QD, AD and SD
Measures of Dispersion and Variability: Range, QD, AD and SDMeasures of Dispersion and Variability: Range, QD, AD and SD
Measures of Dispersion and Variability: Range, QD, AD and SD
 

Resume

  • 1. HARSHIT ARORA (C) 404-993-9528 | harshit.arora@emory.edu | 789 Houston Mill Rd NE Atlanta GA 30329 www.linkedin.com/in/harshitarora26 | https://github.com/Harshit-Arora EDUCATION EMORY UNIVERSITY, GOIZUETA BUSINESS SCHOOL Atlanta, GA Master of Science in Business Analytics (MSBA) – STEM credentialed program Jul’19-May’20  GPA 3.94/4.0 (Rank: 1/44)  Coursework: Machine Learning, Data Visualization, Decision Analytics, Business Statistics, Social Network Analytics, Sports Analytics, Marketing Analytics, Managing Big Data  Recipient of Goizueta Technology Scholarship ($15,000) | MSBA student ambassador GURU GOBIND SINGH INDRAPRASTHA UNIVERSITY New Delhi, India Bachelor of Engineering, Information Technology Aug’14-Jun’18  CGPA 80.1/100 (Top 10%)  Co-headed multiple blood donation camps recording 700+ donors PROJECTS  MSBA Capstone: Applying Machine Learning techniques to identify key product attributes using R, Python & BigQuery; leading a team of 4 student Data Science Consultants & serving as primary point of contact for client’s leadership (Client: Fortune 50 Retail company)  Developed a customer segmentation and product segmentation model for a major retail chain with 1100+ products using K-means Clustering  Designed interactive Tableau dashboards comparing KPIs for 8 major U.S airlines operations in 2018; leveraged R to clean 11M rows of data to reduce dashboard processing-time by 40%  Predicted click-through rate for mobile ads on a 31M row dataset using ML classification algorithms such as Random Forests, Decision Trees,NeuralNets,Logistic Regression, and XGBoost DATA SCIENCE COMPETENCIES Languages & Tools: R, Python, SQL, Tableau, RapidMiner, AWS, Google Cloud (BigQuery), Excel, PowerPoint Techniques: Linear & Logistic Regression, Decision Trees,k-NN, k-Means Clustering, Random Forests, Network Analysis, Segmentation, Naïve Bayes, Principal Component Analysis (PCA),Cross- Validation, Recommender Systems, Regularization, Neural Nets, SVM, Ensembles WORK EXPERIENCE ZS ASSOCIATES New Delhi, India Decision Analytics Associate Jun’18-Jun’19  Discovered key factors for low customer retention by analyzing quantitative survey data from 6,000+ customers using R and Excel; utilized mathematical approaches to determine relative importance of product and service attributes  Built a market coverage and optimization model for a major healthcare client in Europe, resulting in reduction of annual salesforce cost by 15% and a shift towards D2C investment  Delivered roadmap to increase market share by 20% over 3 years by quantifying the consumer pathway and identifying key customer leakage points through market research; extrapolated results to national level and drafted recommendations for market development tactics  Analyzed effectiveness of pharmacy detailing by leveraging inferential statistics such as t-tests to compare results of A/B testing on test and control markets  Led training and coaching sessions for ~20 new recruits for Excel and PowerPoint best practices DELOITTE New Delhi, India Business Analyst Intern Aug’17-Sep’17  Improved service rate by 15% by investigating and eliminating bottlenecks in car service & repair operations of a Fortune 100 automobile client through statistical analysis of observational data  Secured additional engagements worth $50,000 by recommending unsupervised machine learning techniques to segment customers and improve targeting strategy