AlixPartners
Data Science/Machine Learning Director
AlixPartners, Southfield, Michigan, United States, 48076
At AlixPartners, we solve the most complex and critical challenges by moving quickly from analysis to action when it really matters; creating value that has a lasting impact on companies, their people, and the communities they serve.
We prize diversity and inclusion, the intellectually curious, the inventive, and the forward-thinking. We invite you to influence the way we work and define the way we embrace tomorrow. By understanding, respecting, and honoring the needs of our employees, clients, and communities, AlixPartners actively promotes an inclusive environment. We strongly believe in the value that diversity brings to our experiences and are committed to the perpetual enhancements of initiatives, policies, and practices. We hold ourselves accountable by providing the space for authenticity, growth, and equity for everyone.
What you'll do
Are you passionate about a future that exceeds your expectations? Here, at AlixPartners your passion becomes your career. We work in smaller and more senior teams that bring deep industry and functional knowledge to our clients. You will sit shoulder-to-shoulder with owners, boards, and CEOs to address the issues that sit at the top of their agendas - and often become front-page news.
If you join our practice, you will work with financially secure, under-performing and distressed companies across a variety of urgent, high impact situations. Our elite professionals are recognized experts in their respective fields, bringing to bear their skills and experience to craft measurable, improved outcomes for our clients.
In this role, you will have the chance to create ETL workflows, scripts, statistical models, and visualizations while taking responsibility for the design, build, test, execution, and support of the data migration, cleansing, wrangling, etc. The ideal candidate will have a detailed understanding of the underlying data and data structures of multiple systems to allow in depth analysis of existing and potential data insights.
Data Modeling
Selecting features, building and optimizing classifiers using machine learning techniquesExecute machine learning projects using state-of-the-art methodsExtending company's data with third party sources of information when neededCreating automated anomaly detection systems and constant tracking of its performance
Data Manipulation
Experience with common data science toolkits, such as Python, PySpark, R. Excellence in at least one of these is highly desirableExcellent understanding of machine learning techniques and algorithms, such as k-NN, Naive Bayes, SVM, Decision Forests, etc.Collect data from a wide variety of corporate databases, including various SQL databases - Microsoft, Redshift, Teradata, Oracle, Netezza, etc., Access, Excel, plain or formatted text files, OLAP cubes - Microsoft, Oracle, and no-SQL databasesParse data out of poorly structured XML and invalid HTML documentsUse regular expressions to extract information from un-structured text documentsDeal with missing data through multiple-imputation or the use of advanced modelsAutomate boring tasks with scripts
Data Organization
Build effective, reliable, and robust ETL processes that govern the data ingestion flowDesign database models, consistent table structures, and advanced dimensional schemas that carry out data quality and consistency standardsApply modeling approaches, business intelligence patterns, and data management techniquesUnderstanding of cloud architectures. Some knowledge in Azure, AWS or GCP is desired
Data Analysis
Demonstrate advanced SQL skills, such as CTEs and window functions, to work with extensive amounts of data at various aggregation levelsReview and analyze legacy code/scripts to understand data processing logic and business rulesAbility to apply statistical learning languages to build predictive models that enrich, expand, and allow deeper understanding of data analyses and solutionsDistributed systems knowledge, especially of HDFS and the Hadoop ecosystem
Data Visualization
Use interactive data visualization tools, such as Tableau and Power BI to present results in a compelling mannerAbility to tell a convincing story to C-level executives using visual charts and dashboardsPresent complicated technical findings to a non-technical audience
What you'll need
Bachelor's degree with concentration in Computer Science, Engineering or another quantitative field10+ years of applicable professional experienceData-oriented personalityAbility to synthesize the requests received from team members at client sitesDesire to actively engage in geographically dispersed teamsCapability to be a creative, innovative problem solver - but using simple ideasKnowledge of any of the following languages: Python, JavaScript, C#, or similar plus familiarity with at least one ETL tool (such as Alteryx, KNIME, SSIS, Pentaho, or DataStage)Motivated to discover and learn new analytical techniques and software tools to improve the quality of our workStrong verbal and written communication skills in English. Proficiency in other languages is a plusAbility and willingness to work long hours and travel if necessary, to meet client demandsAbility to work full-time in an office and remote environment; physically able to sit/stand at a computer and work in front of a computer screen for significant portions of the workdayWillingness to work outside of normal U.S. business hours, and in particular as unique projects/needs ariseMust become familiar with, and promote and abide by, our Core Values as defined by the AlixPartners' Code of Conduct and foster an inclusive environment with people at all levels of an organization
This description is not designed to encompass a comprehensive listing of required activities, duties, or responsibilities.
AlixPartners is a results-driven global consulting firm that specializes in helping businesses successfully address their most complex and critical challenges. www.alixpartners.com
AlixPartners has embraced a hybrid work model to provide flexibility and support our employees' work-life integration. Our hybrid model combines a mix of in-person (at client site or AlixPartners office) and remote working. Travel is part of this position, but the frequency may vary based on client, team, and individual circumstances.
The firm offers a comprehensive benefits program including health, vision, dental, disability, 401K, tuition reimbursement, identity theft protection, and mental wellness support. Employees will also receive a generous paid leave policy including vacation/personal time starting at 7.34 hours per pay period, sick time up to 80 hours annually, parental leave and twelve holidays.
The salary range for this role takes into account a number of factors and is between $180,000/year - $400,000/year with potential eligibility for an annual discretionary bonus.
AlixPartners is an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to, among other things, race, color, religion, sex, sexual orientation, gender identity, national origin, age, status as a protected veteran, or disability. AlixPartners is a proud Silver award-winning Veteran Friendly Employer.
#LI-Remote
#J-18808-Ljbffr
We prize diversity and inclusion, the intellectually curious, the inventive, and the forward-thinking. We invite you to influence the way we work and define the way we embrace tomorrow. By understanding, respecting, and honoring the needs of our employees, clients, and communities, AlixPartners actively promotes an inclusive environment. We strongly believe in the value that diversity brings to our experiences and are committed to the perpetual enhancements of initiatives, policies, and practices. We hold ourselves accountable by providing the space for authenticity, growth, and equity for everyone.
What you'll do
Are you passionate about a future that exceeds your expectations? Here, at AlixPartners your passion becomes your career. We work in smaller and more senior teams that bring deep industry and functional knowledge to our clients. You will sit shoulder-to-shoulder with owners, boards, and CEOs to address the issues that sit at the top of their agendas - and often become front-page news.
If you join our practice, you will work with financially secure, under-performing and distressed companies across a variety of urgent, high impact situations. Our elite professionals are recognized experts in their respective fields, bringing to bear their skills and experience to craft measurable, improved outcomes for our clients.
In this role, you will have the chance to create ETL workflows, scripts, statistical models, and visualizations while taking responsibility for the design, build, test, execution, and support of the data migration, cleansing, wrangling, etc. The ideal candidate will have a detailed understanding of the underlying data and data structures of multiple systems to allow in depth analysis of existing and potential data insights.
Data Modeling
Selecting features, building and optimizing classifiers using machine learning techniquesExecute machine learning projects using state-of-the-art methodsExtending company's data with third party sources of information when neededCreating automated anomaly detection systems and constant tracking of its performance
Data Manipulation
Experience with common data science toolkits, such as Python, PySpark, R. Excellence in at least one of these is highly desirableExcellent understanding of machine learning techniques and algorithms, such as k-NN, Naive Bayes, SVM, Decision Forests, etc.Collect data from a wide variety of corporate databases, including various SQL databases - Microsoft, Redshift, Teradata, Oracle, Netezza, etc., Access, Excel, plain or formatted text files, OLAP cubes - Microsoft, Oracle, and no-SQL databasesParse data out of poorly structured XML and invalid HTML documentsUse regular expressions to extract information from un-structured text documentsDeal with missing data through multiple-imputation or the use of advanced modelsAutomate boring tasks with scripts
Data Organization
Build effective, reliable, and robust ETL processes that govern the data ingestion flowDesign database models, consistent table structures, and advanced dimensional schemas that carry out data quality and consistency standardsApply modeling approaches, business intelligence patterns, and data management techniquesUnderstanding of cloud architectures. Some knowledge in Azure, AWS or GCP is desired
Data Analysis
Demonstrate advanced SQL skills, such as CTEs and window functions, to work with extensive amounts of data at various aggregation levelsReview and analyze legacy code/scripts to understand data processing logic and business rulesAbility to apply statistical learning languages to build predictive models that enrich, expand, and allow deeper understanding of data analyses and solutionsDistributed systems knowledge, especially of HDFS and the Hadoop ecosystem
Data Visualization
Use interactive data visualization tools, such as Tableau and Power BI to present results in a compelling mannerAbility to tell a convincing story to C-level executives using visual charts and dashboardsPresent complicated technical findings to a non-technical audience
What you'll need
Bachelor's degree with concentration in Computer Science, Engineering or another quantitative field10+ years of applicable professional experienceData-oriented personalityAbility to synthesize the requests received from team members at client sitesDesire to actively engage in geographically dispersed teamsCapability to be a creative, innovative problem solver - but using simple ideasKnowledge of any of the following languages: Python, JavaScript, C#, or similar plus familiarity with at least one ETL tool (such as Alteryx, KNIME, SSIS, Pentaho, or DataStage)Motivated to discover and learn new analytical techniques and software tools to improve the quality of our workStrong verbal and written communication skills in English. Proficiency in other languages is a plusAbility and willingness to work long hours and travel if necessary, to meet client demandsAbility to work full-time in an office and remote environment; physically able to sit/stand at a computer and work in front of a computer screen for significant portions of the workdayWillingness to work outside of normal U.S. business hours, and in particular as unique projects/needs ariseMust become familiar with, and promote and abide by, our Core Values as defined by the AlixPartners' Code of Conduct and foster an inclusive environment with people at all levels of an organization
This description is not designed to encompass a comprehensive listing of required activities, duties, or responsibilities.
AlixPartners is a results-driven global consulting firm that specializes in helping businesses successfully address their most complex and critical challenges. www.alixpartners.com
AlixPartners has embraced a hybrid work model to provide flexibility and support our employees' work-life integration. Our hybrid model combines a mix of in-person (at client site or AlixPartners office) and remote working. Travel is part of this position, but the frequency may vary based on client, team, and individual circumstances.
The firm offers a comprehensive benefits program including health, vision, dental, disability, 401K, tuition reimbursement, identity theft protection, and mental wellness support. Employees will also receive a generous paid leave policy including vacation/personal time starting at 7.34 hours per pay period, sick time up to 80 hours annually, parental leave and twelve holidays.
The salary range for this role takes into account a number of factors and is between $180,000/year - $400,000/year with potential eligibility for an annual discretionary bonus.
AlixPartners is an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to, among other things, race, color, religion, sex, sexual orientation, gender identity, national origin, age, status as a protected veteran, or disability. AlixPartners is a proud Silver award-winning Veteran Friendly Employer.
#LI-Remote
#J-18808-Ljbffr