Data Governance Manager-Model Development

Globe Telecom, Inc.; Philippines; On-site; PHP 1,000,000 - 1,500,000; Full time

Job summary

Globe Telecom, Inc. is seeking a Model Development Manager to oversee analytics projects from development to production. You will perform predictive modeling, ensure ML jobs run in production, and integrate with existing systems.

You will design data pipelines, explore large datasets, and deliver actionable insights to stakeholders while driving change management and adoption across the organization.

Qualifications

• Minimum of three years’ experience in customer analytics domain and/or credit risk assessment and financial services.
• Experience leading advanced analytics initiatives and operationalizing analytic models with cross-functional teams.
• Proficiency with large, structured and unstructured data sets.

Responsibilities

• Manage analytics projects from development to production.
• Perform data modeling and develop predictive analytics models.
• Translate business problems into data science projects and measure ROI of models.

Skills

Data analytics

Machine learning

Statistical modeling

Python

SQL

Education

Bachelor's degree in statistics or quantitative field

Tools

Python

SQL

R

SAS

Job description

At Globe, our goal is to create a wonderful world for our people, business, and nation. By uniting people of passion who believe they can make a difference, we are confident that we can achieve this goal.

Job Description

The Model Development Manager is responsible for managing analytics projects from development to operationalization, performing analysis and predictive modelling and helping drive the change management process. Responsible for ensuring machine learning jobs are running in production and provide integration to existing and new systems.

DUTIES AND RESPONSIBILITIES:

Data Management and Exploration

• Extraction, exploration and manipulation of large and complex data sets
• Designing and derivation of transformed variables for predictive modeling/advanced analytics
• Develop big data framework combining telco data with various external sources of data (digital, social, etc) to get a 360-degree view of the customer
• Help internal stakeholders in understanding, interpreting and analyzing massive data sets

Data Analytics and Modeling:

• Understand and translate business problems into data science projects.
• Perform data modeling and create sophisticated analytics models. Implement and test data modeling designs. Use advanced math and statistics expertise using massive (beyond 500GB) data.
• Use modern data analytical techniques working with information retrieval, machine learning, matrix and graph algorithms, unsupervised clustering & data mining to solve business problems
• Track model accuracy and effectiveness
• Identify model fine-tuning needs; Measure ROI from models developed

Campaign Expertise

• Translate model into results. Draws out and communicates useful insights, actionable interpretations, alternative approaches and solutions.
• Identify opportunities for the application of customer analytics techniques for the business, particularly for credit scoring.
• Use learnings from models to prioritize and sequence initiatives; Collaborate with business sponsors and different stakeholders to operationalize analytic findings.

Knowledge Transfer and Collaboration

• Support internal stakeholders in use of data and various analytical tools to generate and communicate insights
• Provides training, demonstration, documentation and other support to drive the change management process and expand the use of analytics throughout the organization
• Support the drive for change management process to ensure the analytical developments are adopted by relevant internal teams.
• Develop relationships with external data and analytics partners and interact as needed.
• Keep updated with new data science techniques and be extremely knowledgeable of industry standards and trends.

REQUIREMENTS:

Minimum of three (3) years’ experience in customer analytics domain and/or credit risk assessment and financial services, covering most of the following: data mining, predictive modeling, machine learning, statistical modeling and analysis, large scale data acquisition, transformation, and cleaning, both structured and unstructured data

Proven track record of leading and collaborating on advanced analytics strategic initiatives; Proven track record of operationalization of analytic models in collaboration with marketing/risk and IT teams

Worked with large, unfiltered data sets or data science research

Has Knowledge of both structured and unstructured data

Must possess core competencies, deep understanding and relevant experience in a.

Scripting or programming experience: familiarity in programming languages with relational databases (e.g. Python, Java, Ruby, Clojure, Matlab, Pig, SQL) Statistical Analysis: advanced usage of off-the-shelf tools such as R, SAS, SPSS, Weka and other analytical tools or software

Big Data: Experience with Big data tools such as HDFS, Cassandra, Storm Database knowledge: skilled in structured database Familiar with most of the following disciplines: Conceptual modeling: to be able to share and articulate modeling; Predictive modeling: most of the big data problems are towards being able to predict future outcomes;Hypothesis testing: being able to develop hypothesis and test them with careful experiments;Natural Language Processing: the interactions between computer and humans; Machine learning: using computers to improve as well as develop algorithms;Statistical analysis: to understand and work around possible limitations in models.

Bachelor's Degree in quantitative discipline such as Statistics, mathematics, Operations Research, Engineering, Computer Science, Econometrics or Information Science such as Business Analytics or Informatics

Equal Opportunity Employer

Globe’s hiring process promotes equal opportunity to applicants, Any form of discrimination is not tolerated throughout the entire employee lifecycle, including the hiring process such as in posting vacancies, selecting, and interviewing applicants. Globe’s Diversity, Equity and Inclusion Policy Commitment can be accessed here

Make Your Passion Part of Your Profession. Attracting the best and brightest Talents is pivotal to our success. If you are ready to share our purpose of Creating a Globe of Good, explore opportunities with us.

Globe Telecom, Inc. (Globe) is the leading Telecommunications company in the Philippines and the purveyor of the Filipino digital lifestyle. We provide cellular, broadband and mobile data services by focusing on enriching our content offerings amid customers' growing preference for multimedia platforms across multiple screens and devices. We want to enrich lives through communications by simplifying technology, so that we bring customers closer to what matters most. Globe was also recognized as one of the Top companies to work for in Asia by Asia Corporate Excellence & Sustainability (ACES) Awards and Best Employer in the Telco category by Stevie’s New York. Our principal shareholders are Ayala Corp. and Singtel, both industry leaders in their respective countries and in the region. We are also a member of Bridge Alliance, Asia Pacific's leading mobile alliance of 36 mobile carriers.

Purpose

In everything we do, we treat people right to create a Globe of Good.

Vision

We see a Philippines where families' dreams come true, businesses flourish, and the nation is admired.

Mission

We create wonderful experiences for people to have choices, overcome challenges, and discover new ways to enjoy life.