Data Engineering Specialist
Larsen & Toubro Infotech Ltd (LTI)Job Description
Specialist - Data Engineering
Key Responsibilities
MDM Developer role
Algorithm Development Optimization
Develop implement and maintain the core linking algorithms utilizing Logit and Probit functions to model the probability of a record match
Select and engineer relevant covariates features for matching and apply appropriate nonparametric transforms to input data
Fit and refine statistical models using Maximum Likelihood Estimation MLE and calculate match probabilities by inverting the link functions
Integrate Bayes Rule principles to compute and update match probabilities dynamically over time
Process Management Certification
Lead the Keying process by designing and assigning robust unique identifiers keys to records for effective deduplication
Oversee the Linking process to accurately connect related records across multiple systems and datasets
Implement and execute the Certification process to validate the accuracy and performance of the keying and linking framework
Manage critical documented processes including the Data Mismatch Process Match Logic Improvement and Data Fragmentation Report
Required Qualifications
Education
Bachelors or Masters degree in Computer Science Statistics Data Science or a related quantitative field
Experience
5 years of experience in data engineering data quality or data science focusing on record linkage data matching or probabilistic record matching and entity resolution program
Technical Skills
Strong proficiency in statistical modeling and machine learning particularly MLE Logit and Probit regression
Expertise in SQL and programming languages eg Python R used for data transformation and statistical analysis
Experience with nonparametric methods and feature engineering for matching contexts
Familiarity with data governance principles and techniques for managing data quality eg deduplication standardization
Job role
Job requirements
About company
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