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Ekta	
  Singh	
  
E-mail: ektaasingh18@gmail.com Contact No: +91-9920616408
	
  
ACADEMICS	
  
	
  
Examination	
   Board/University	
   Year	
   Grade	
  
Graduation	
  (B.Tech)	
   IIT	
  Roorkee	
   2013	
   80%	
  
Higher	
  Secondary	
   CBSE	
   2008	
   87.6%	
  
Secondary	
   CBSE	
   2006	
   94.6%	
  
	
  
PROFESSIONAL	
  EXPERIENCE	
  
	
  
Data	
  Scientist	
  
Tickled	
  Media	
  (Singapore	
  &	
  Thailand’s	
  largest	
  parenting	
  platform,	
  reaching	
  over	
  6M	
  parents	
  monthly)	
  
	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  [Apr’15-­‐present]	
  
	
  
	
  
Article	
  Recommendation	
  Engine	
  	
  
• Led	
  development	
  &	
  implementation	
  of	
  hybrid	
  recommender	
  system	
  based	
  on	
  articles’	
  attributes	
  and	
  users’	
  reading	
  history	
  	
  
• Personalized	
  recommendations	
  increased	
  user	
  engagement	
  rate	
  by	
  ~170%	
  and	
  email	
  newsletter	
  click	
  through	
  rate	
  by	
  ~60%	
  
	
  
User	
  Persona	
  Estimation	
  
• Created	
  user	
  database	
  based	
  on	
  their	
  reading	
  history	
  and	
  user	
  provided	
  information	
  like	
  parental	
  status	
  
• Built	
  supervised	
  multi-­‐class	
  classification	
  (extreme	
  gradient	
  boosting)	
  model	
  to	
  predict	
  parental	
  status	
  of	
  a	
  new	
  user	
  
• Achieved	
  weighted	
  F1	
  (weighted	
  average	
  of	
  precision	
  and	
  recall)	
  score	
  of	
  0.75	
  	
  
	
  
User	
  personalization	
  for	
  Q&A	
  platform	
  
• Leading	
  development	
  of	
  neural	
  network	
  based	
  model	
  (doc2vec)	
  to	
  suggest	
  similar	
  questions	
  from	
  a	
  bank	
  of	
  ~20,000	
  questions	
  
• Built	
  supervised	
  topic	
  model	
  (labeled	
  LDA)	
  to	
  auto	
  assign	
  key	
  tags	
  to	
  questions	
  for	
  better	
  personalization	
  
• Working	
  on	
  news	
  feed	
  personalization	
  based	
  on	
  topics	
  followed,	
  questions	
  user	
  has	
  answered/liked,	
  recency	
  of	
  the	
  content,	
  etc.	
  
Analyst,	
  Financial	
  &	
  Insurance	
  Services	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  [Apr’14	
  –	
  Apr’15]	
  
Fractal	
  Analytics	
  (one	
  of	
  India’s	
  top	
  analytics	
  firm	
  specializing	
  in	
  predictive	
  analytics	
  and	
  decision	
  sciences)	
  	
  
	
  
	
  
Price	
  Elasticity	
  Modelling	
  for	
  a	
  leading	
  US	
  insurance	
  firm	
  	
  
• Developed	
  price	
  elasticity	
  framework	
  to	
  determine	
  impact	
  of	
  rate	
  change	
  on	
  policy	
  attrition	
  &	
  cross	
  selling	
  
• Built	
  ensemble	
  of	
  classification	
  (gradient	
  boosting)	
  and	
  regression	
  (linear)	
  models	
  to	
  predict	
  realized	
  profit	
  	
  
• Model	
  results	
  helped	
  in	
  determining	
  key	
  drivers	
  of	
  attrition	
  and	
  cross	
  selling	
  	
  
• Achieved	
  RMSE	
  of	
  2.5%	
  in	
  out	
  of	
  time	
  test	
  sample	
  &	
  Net	
  Promoter	
  Score	
  (NPS)	
  of	
  4/5	
  	
  
Credit	
  card	
  performance	
  analysis	
  for	
  a	
  leading	
  New	
  Zealand	
  bank	
  
• Deduced	
  transaction	
  growth	
  trends	
  by	
  performing	
  domestic	
  vs.	
  cross	
  border,	
  channel-­‐wise	
  &	
  market-­‐segment	
  wise	
  analysis	
  
• Provided	
  key	
  insights	
  and	
  recommendations	
  on	
  growth	
  factors	
  	
  
	
  
Business	
  Analyst	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  [May’13	
  -­‐	
  Apr’14]	
  
Sodel	
  Solutions	
  (worked	
  for	
  US	
  based	
  partner	
  firm	
  Seven	
  lakes,	
  an	
  Oil	
  &	
  Energy	
  data	
  consultancy)	
  
	
  
Acquisition	
  data	
  analysis	
  for	
  a	
  major	
  US	
  Oil	
  &	
  Energy	
  firm	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  
• Created	
  ETL	
  mappings	
  for	
  automated	
  integration	
  of	
  financial	
  data	
  with	
  ERP	
  database	
  (1,500+	
  tables,	
  1M	
  data)	
  
• Led	
  a	
  team	
  of	
  3	
  developers	
  &	
  2	
  QAs	
  in	
  establishing	
  data	
  validation	
  &	
  integration	
  infrastructure	
  
	
  
SKILLS	
  &	
  TOOLS	
  
	
  
• Languages:	
  Proficient	
  in	
  Python,	
  R,	
  SAS	
  and	
  SQL	
  
• Platform:	
  Experience	
  with	
  Linux,	
  SQL	
  and	
  NoSQL(Mongo)	
  databases,	
  MS-­‐Excel	
  
• Techniques:	
  Supervised	
  (Linear	
  &	
  Logistic	
  regression,	
  Decision	
  Trees,	
  Neural	
  Networks)/Unsupervised	
  Modelling	
  (Clustering),	
  	
  	
  
Generative/Topic	
  Modelling	
  (LDA,	
  LLDA),	
  Text	
  Analytics	
  &	
  NLP,	
  Matrix	
  Factorization	
  (SVD,LSI,PCA)	
  
• Certifications:	
  Statistical	
  Inference,	
  Regression	
  Modelling,	
  Machine	
  learning,	
  Probabilistic	
  Graphical	
  Models	
  (ongoing)	
  
	
  
	
  
EXTRA	
  CURRICULAR	
  ACHIEVEMENTS	
  
	
  
	
  	
  	
  	
  	
  	
  Inter-­‐IIT	
  Basketball	
   	
   	
   	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
   	
   	
   	
   	
   	
   	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  [Jun’09	
  -­‐	
  May’13]	
  
• Member	
  of	
  the	
  Gold	
  (IIT	
  Delhi’10)	
  and	
  Bronze	
  (IIT	
  Kharagpur’11)	
  winning	
  team	
  in	
  Inter-­‐IIT	
  sports	
  meet	
  
• Represented	
  IIT	
  Roorkee	
  in	
  2nd	
  State	
  Level	
  basketball	
  tournament,	
  Uttrakhand	
  
	
  
	
  	
  	
  	
  	
  	
  Senate	
  Member	
  in	
  Students	
  Affair	
  Council	
  (SAC)	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  [Aug’09	
  -­‐	
  Apr’10]	
  
• Elected	
  by	
  over	
  200	
  students	
  as	
  hostel	
  representative	
  in	
  students	
  affair	
  council	
  (SAC)	
  of	
  institution	
  
• Administered	
  hostel	
  activities	
  and	
  led	
  a	
  team	
  of	
  20	
  to	
  organize	
  an	
  annual	
  event	
  with	
  a	
  guest	
  list	
  of	
  400	
  	
  	
  
	
  
	
  
	
  

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Ekta Singh Data Scientist Resume Summary with Over 6 Years Experience

  • 1.   Ekta  Singh   E-mail: ektaasingh18@gmail.com Contact No: +91-9920616408   ACADEMICS     Examination   Board/University   Year   Grade   Graduation  (B.Tech)   IIT  Roorkee   2013   80%   Higher  Secondary   CBSE   2008   87.6%   Secondary   CBSE   2006   94.6%     PROFESSIONAL  EXPERIENCE     Data  Scientist   Tickled  Media  (Singapore  &  Thailand’s  largest  parenting  platform,  reaching  over  6M  parents  monthly)                                        [Apr’15-­‐present]       Article  Recommendation  Engine     • Led  development  &  implementation  of  hybrid  recommender  system  based  on  articles’  attributes  and  users’  reading  history     • Personalized  recommendations  increased  user  engagement  rate  by  ~170%  and  email  newsletter  click  through  rate  by  ~60%     User  Persona  Estimation   • Created  user  database  based  on  their  reading  history  and  user  provided  information  like  parental  status   • Built  supervised  multi-­‐class  classification  (extreme  gradient  boosting)  model  to  predict  parental  status  of  a  new  user   • Achieved  weighted  F1  (weighted  average  of  precision  and  recall)  score  of  0.75       User  personalization  for  Q&A  platform   • Leading  development  of  neural  network  based  model  (doc2vec)  to  suggest  similar  questions  from  a  bank  of  ~20,000  questions   • Built  supervised  topic  model  (labeled  LDA)  to  auto  assign  key  tags  to  questions  for  better  personalization   • Working  on  news  feed  personalization  based  on  topics  followed,  questions  user  has  answered/liked,  recency  of  the  content,  etc.   Analyst,  Financial  &  Insurance  Services                                                                                                                                                                                                                              [Apr’14  –  Apr’15]   Fractal  Analytics  (one  of  India’s  top  analytics  firm  specializing  in  predictive  analytics  and  decision  sciences)         Price  Elasticity  Modelling  for  a  leading  US  insurance  firm     • Developed  price  elasticity  framework  to  determine  impact  of  rate  change  on  policy  attrition  &  cross  selling   • Built  ensemble  of  classification  (gradient  boosting)  and  regression  (linear)  models  to  predict  realized  profit     • Model  results  helped  in  determining  key  drivers  of  attrition  and  cross  selling     • Achieved  RMSE  of  2.5%  in  out  of  time  test  sample  &  Net  Promoter  Score  (NPS)  of  4/5     Credit  card  performance  analysis  for  a  leading  New  Zealand  bank   • Deduced  transaction  growth  trends  by  performing  domestic  vs.  cross  border,  channel-­‐wise  &  market-­‐segment  wise  analysis   • Provided  key  insights  and  recommendations  on  growth  factors       Business  Analyst                                                                                                                                                                                                                                                                                                                              [May’13  -­‐  Apr’14]   Sodel  Solutions  (worked  for  US  based  partner  firm  Seven  lakes,  an  Oil  &  Energy  data  consultancy)     Acquisition  data  analysis  for  a  major  US  Oil  &  Energy  firm                                                                                                                                                           • Created  ETL  mappings  for  automated  integration  of  financial  data  with  ERP  database  (1,500+  tables,  1M  data)   • Led  a  team  of  3  developers  &  2  QAs  in  establishing  data  validation  &  integration  infrastructure     SKILLS  &  TOOLS     • Languages:  Proficient  in  Python,  R,  SAS  and  SQL   • Platform:  Experience  with  Linux,  SQL  and  NoSQL(Mongo)  databases,  MS-­‐Excel   • Techniques:  Supervised  (Linear  &  Logistic  regression,  Decision  Trees,  Neural  Networks)/Unsupervised  Modelling  (Clustering),       Generative/Topic  Modelling  (LDA,  LLDA),  Text  Analytics  &  NLP,  Matrix  Factorization  (SVD,LSI,PCA)   • Certifications:  Statistical  Inference,  Regression  Modelling,  Machine  learning,  Probabilistic  Graphical  Models  (ongoing)       EXTRA  CURRICULAR  ACHIEVEMENTS                Inter-­‐IIT  Basketball                                                                                    [Jun’09  -­‐  May’13]   • Member  of  the  Gold  (IIT  Delhi’10)  and  Bronze  (IIT  Kharagpur’11)  winning  team  in  Inter-­‐IIT  sports  meet   • Represented  IIT  Roorkee  in  2nd  State  Level  basketball  tournament,  Uttrakhand                Senate  Member  in  Students  Affair  Council  (SAC)                                                                                                                                                                                                [Aug’09  -­‐  Apr’10]   • Elected  by  over  200  students  as  hostel  representative  in  students  affair  council  (SAC)  of  institution   • Administered  hostel  activities  and  led  a  team  of  20  to  organize  an  annual  event  with  a  guest  list  of  400