Data Scientist
201IX - 22001LodonCntyPkwy, Ashburn,VA
ManTech
Secure our Nation, Ignite your Future
Become an integral part of a diverse team while working at an Industry Leading Organization, where our employees come first. At ManTech International Corporation, you’ll help protect our national security while working on innovative projects that offer opportunities for advancement. Only candidates local to the DMV area will be considered.
Each day U.S. Customs and Border Protection (CBP) oversees the massive flow of people, capital, and products that enter and depart the United States via air, land, sea, and cyberspace. The volume and complexity of both physical and virtual border crossings require the application of “big data” solutions to promote efficient trade and travel. Further, effective “big data” solutions help CBP ensure the movement of people, capital, and products is legitimate, safe, and secure.
Within three - six months of joining the project, data scientists will be expected to:
Responsibilities include but are not limited to:
Perform hands-on analysis and modeling with large, complex data sets to provide solutions to support a wide range of law enforcement mission areas.
Demonstrate proficiency in extracting, cleaning, and transforming CBP transactional and mission data associated within an identified problem space to build predictive models as well as develop appropriate supporting documentation.
Leverage knowledge of a variety of statistical and machine learning techniques and methods to define and develop programming algorithms; train, evaluate, and deploy predictive analytics models that directly inform mission decisions.
Execute projects including those intended to identify patterns and/or anomalies in large datasets; perform automated text/data classification and categorization as well as entity recognition, resolution and extraction; and named entity matching.
Minimum Qualifications:
Experience in developing machine learning models and applying advanced analytics solutions to solve complex business problems.
Experience with programming languages including: R, Python, Scala, Java.
Experience with SQL programming
Experience constructing and executing queries to extract data in support of EDA and model development.
Experience with pattern recognition and extraction, automated classification, and categorization
Experience with entity resolution (e.g., record linking, named entity matching, deduplication/ disambiguation)
Experience with unsupervised and supervised machine learning techniques and methods
Experience performing data mining, analysis, and training set construction.
You must meet at least one of the following: High School Diploma and 6-15 years of relevant experience OR Associates Degree and 4-13 years of relevant experience OR Bachelors Degree and 2-7 years of relevant experience OR Masters Degree and 0-5 years of relevant experience OR PhD and 0-3 years of relevant experience.
Preferred Qualifications:
Proficiency with statistical software packages including: SAS, SPSS Modeler, R, WEKA, or equivalent.
Proficiency with Unsupervised Machine Learning methods including Cluster Analysis (e.g., K-means, K-nearest Neighbor, Hierarchical, Deep Belief Networks, Principal Component Analysis), Segmentation, etc.
Proficiency with Supervised Machine Learning methods including Decision Trees, Support Vector Machines, Logistic Regression, Random/Rotation Forests, Categorization/Classification, Neural Nets, Bayesian Networks, etc.
Experience with pattern recognition and extraction, automated classification, and categorization.
Experience with entity resolution (e.g., record linking, named-entity matching, deduplication/ disambiguation).
Experience with visualization tools and techniques (e.g., Periscope, Business Objects, D3, ggplot, Tableau, SAS Visual Analytics, PowerBI).
Experience with big data technologies (e.g., Hadoop, HIVE, HDFS, HBase, MapReduce, Spark, Kafka, Sqoop).
Master’s Degree in mathematics, statistics, computer science/engineering, or other related technical fields with equivalent practical experience.
Clearance Requirements:
Must be a U.S. Citizen and able to obtain and maintain a U.S. Customs and Border Protection (CBP) suitability.
Physical Requirements:
The person in this position needs to occasionally move about inside an office environment to access file cabinets, office machinery, etc.
The person in this position will constantly operate a computer and other office productivity machinery, such as a copy machine and computer printer.
Must be able to remain in a stationary position 60 - 80% of the time.
For all positions requiring access to technology/software source code that is subject to export control laws, employment with the company is contingent on either verifying U.S.-person status or obtaining any necessary license. The applicant will be required to answer certain questions for export control purposes, and that information will be reviewed by compliance personnel to ensure compliance with federal law. ManTech may choose not to apply for a license for such individuals whose access to export-controlled technology or software source code may require authorization and may decline to proceed with an applicant on that basis alone.
ManTech International Corporation, as well as its subsidiaries proactively fulfills its role as an equal opportunity employer. We do not discriminate against any employee or applicant for employment because of race, color, sex, religion, age, sexual orientation, gender identity and expression, national origin, marital status, physical or mental disability, status as a Disabled Veteran, Recently Separated Veteran, Active Duty Wartime or Campaign Badge Veteran, Armed Forces Services Medal, or any other characteristic protected by law.
If you require a reasonable accommodation to apply for a position with ManTech through its online applicant system, please contact ManTech's Corporate EEO Department at (703) 218-6000. ManTech is an affirmative action/equal opportunity employer - minorities, females, disabled and protected veterans are urged to apply. ManTech's utilization of any external recruitment or job placement agency is predicated upon its full compliance with our equal opportunity/affirmative action policies. ManTech does not accept resumes from unsolicited recruiting firms. We pay no fees for unsolicited services.
If you are a qualified individual with a disability or a disabled veteran, you have the right to request an accommodation if you are unable or limited in your ability to use or access http://www.mantech.com/careers/Pages/careers.aspx as a result of your disability. To request an accommodation please click careers@mantech.com and provide your name and contact information.
Tags: Bayesian Big Data Classification Cluster analysis Computer Science D3 Data Mining EDA Engineering Hadoop HBase HDFS Java Kafka Machine Learning Mathematics ML models Periscope PhD Power BI Python R SAS Scala Security Spark SPSS SQL Statistics Tableau Weka
Perks/benefits: Career development Health care Insurance Wellness
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