Oracle Data Analyst (Exadata)
Data science internship job in Dallas, TX
6+ month contract Downtown Dallas, TX (Onsite) Primary responsibilities of the Senior Data Analyst include supporting and analyzing data anomalies for multiple environments including but not limited to Data Warehouse, ODS, Data Replication/ETL Data Management initiatives. The candidate will be in a supporting role and will work closely with Business, DBA, ETL and Data Management team providing analysis and support for complex Data related initiatives. This individual will also be responsible for assisting in initial setup and on-going documentation/configuration related to Data Governance and Master Data Management solutions. This candidate must have a passion for data, along with good SQL, analytical and communication skills.
Responsibilities
Investigate and Analyze data anomalies and data issues reported by Business
Work with ETL, Replication and DBA teams to determine data transformations, data movement and derivations and document accordingly
Work with support teams to ensure consistent and proactive support methodologies are adhered to for all aspects of data movements and data transformations
Assist in break fix and production validation as it relates to data derivations, replication and structures
Assist in configuration and on-going setup of Data Virtualization and Master Data Management tools
Assist in keeping documentation up to date as it relates to Data Standardization definitions, Data Dictionary and Data Lineage
Gather information from various Sources and interpret Patterns and Trends
Ability to work in a team-oriented, fast-paced agile environment managing multiple
priorities
Qualifications
4+ years of experience working in OLTP, Data Warehouse and Big Data databases
4+ years of experience working with Oracle Exadata
4+ years in a Data Analyst role
2+ years writing medium to complex stored procedures a plus
Ability to collaborate effectively and work as part of a team
Extensive background in writing complex queries
Extensive working knowledge of all aspects of Data Movement and Processing, including ETL, API, OLAP and best practices for data tracking
Denodo Experience a plus
Master Data Management a plus
Big Data Experience a plus (Hadoop, MongoDB)
Postgres and Cloud Experience a plus
Estimated Min Rate: $57.40
Estimated Max Rate: $82.00
What's In It for You?
We welcome you to be a part of the largest and legendary global staffing companies to meet your career aspirations. Yoh's network of client companies has been employing professionals like you for over 65 years in the U.S., UK and Canada. Join Yoh's extensive talent community that will provide you with access to Yoh's vast network of opportunities and gain access to this exclusive opportunity available to you. Benefit eligibility is in accordance with applicable laws and client requirements. Benefits include:
Medical, Prescription, Dental & Vision Benefits (for employees working 20+ hours per week)
Health Savings Account (HSA) (for employees working 20+ hours per week)
Life & Disability Insurance (for employees working 20+ hours per week)
MetLife Voluntary Benefits
Employee Assistance Program (EAP)
401K Retirement Savings Plan
Direct Deposit & weekly epayroll
Referral Bonus Programs
Certification and training opportunities
Note: Any pay ranges displayed are estimations. Actual pay is determined by an applicant's experience, technical expertise, and other qualifications as listed in the job description. All qualified applicants are welcome to apply.
Yoh, a Day & Zimmermann company, is an Equal Opportunity Employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex, sexual orientation, gender identity, national origin, disability, or status as a protected veteran.
Visit ************************************************ to contact us if you are an individual with a disability and require accommodation in the application process.
For California applicants, qualified applicants with arrest or conviction records will be considered for employment in accordance with the Los Angeles County Fair Chance Ordinance for Employers and the California Fair Chance Act. All of the material job duties described in this posting are job duties for which a criminal history may have a direct, adverse, and negative relationship potentially resulting in the withdrawal of a conditional offer of employment.
It is unlawful in Massachusetts to require or administer a lie detector test as a condition of employment or continued employment. An employer who violates this law shall be subject to criminal penalties and civil liability.
By applying and submitting your resume, you authorize Yoh to review and reformat your resume to meet Yoh's hiring clients' preferences. To learn more about Yoh's privacy practices, please see our Candidate Privacy Notice: **********************************
Data Analyst
Data science internship job in Irving, TX
Job Title: Marketing & Merchandise Analyst - C-Shopper
**This position is a 9 month contract opportunity that cannot support C2C or any form of sponsorship**
The Marketing & Merchandise Analyst will work across various C-Shopper development initiatives, partnering with the C-Shopper team, internal data teams, and Circana/IRI personnel. This role focuses on driving adoption and impact of the C-Shopper Customer Insights platform among internal and external users, delivering actionable insights to improve decision-making and business performance.
Key Responsibilities:
Platform Development & Adoption
Assist in C-Shopper platform enhancements to maximize value for internal and external stakeholders.
Act as a subject matter expert (SME) and Customer Success resource for the C-Shopper team.
Drive internal adoption of Customer Insights tools across Marketing, Merchandising, Loyalty, Operations, and Finance teams.
User Engagement & Training
Coordinate and conduct onsite and virtual meetings with internal teams.
Deliver training sessions and provide Help Desk support for assigned user groups.
Initiate ongoing interactions with user groups to share insights and best practices.
Analytics & Insights Delivery
Produce analytics projects and presentations to support internal and external business needs.
Provide guidance and case studies demonstrating high-value insights for user groups.
Partner with user teams to act as the voice of the customer, influencing customer-centric strategies.
Customer Success & Support
Manage onboarding and ongoing support strategies for internal users.
Support external supplier projects with ad hoc analytics and presentations.
Define and track metrics for program impact, customer satisfaction, and platform usage.
Continuous Improvement
Anticipate and remove barriers to project success.
Conduct evaluations and gather feedback from user groups to improve adoption.
Monitor market and customer trends to enhance user experience and operational excellence.
Qualifications:
Strong analytical and problem-solving skills.
Excellent communication and presentation abilities.
Ability to manage multiple projects and collaborate across teams.
Familiarity with customer insights platforms and retail analytics preferred.
Data Analytics - W2 Contract only!
Data science internship job in Irving, TX
Welcome to Mastech Digital, a leading digital first company that empowers global corporations through innovative digital transformation services. Mastech Digital (NYSE American: MHH) is a leading provider of Digital Transformation services with Data driven Innovation. We offer Technical staffing services, H1B sponsorship, Day 1 green card filings with our pre-approved groups.
I appreciate your time and effort to consider Mastech Digital as a valuable employer for you to present your candidature at the client's end.
About Mastech Digital Inc : *******************************
Job Title: Senior Data Analyst - Digital AI
Location: Irving, TX (Onsite)
Job type: W2 Contract with Mastech Digital (No C2C/No CTH/No 1099)
Basic Qualifications:
Strong knowledge of statistical techniques and advanced mathematics.
3+ years of data analyst/engineering/science within the Databricks ecosystem (Azure preferred).
5+ years of experience demonstrating the use of statistical techniques to analyze, segment and visualize data - specifically around experimental design, KPI calculation, and A/B testing.
4+ years of experience in manipulating big data using Python, PySpark, or SQL.
Expert Experience with data visualization tools in Python, PowerBI, etc.
Bachelor's Degree or higher in Computer Science/Engineering/Math, or relevant experience.
Preferred Qualifications:
Master's Degree or higher in Computer Science/Engineering/Math, or relevant experience
Experience working with Machine Learning models - evaluation, observability, and performance monitoring.
Experience working closely with a business team to determine primary KPIs on an ambiguous problem.
Madhuri N. she/her
Recruiter
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Data Scientist 2
Data science internship job in Dallas, TX
Cullerton Group has a new opportunity for a Data Scientist 2. The work will be done onsite full-time, with flexibility for candidates located in Illinois (Mossville) or Texas (Dallas) depending on business needs. This is a long-term 12-month position that can lead to permanent employment with our client. Compensation is up to $58.72/hr + full benefits (vision, dental, health insurance, 401k, and holiday pay).
Job Summary
Cullerton Group is seeking a motivated and analytical Data Scientist to support strategic sourcing and cost management initiatives through advanced data analytics and reporting. This role focuses on developing insights from complex datasets to guide decision-making, improve cost visibility, and support category strategy execution. The ideal candidate will collaborate with cross-functional teams, apply statistical and analytical methods, and contribute independently to analytics-driven projects that deliver measurable business value.
Key ResponsibilitiesDevelop and maintain scorecards, dashboards, and reports by consolidating data from multiple enterprise sources
Perform data collection, validation, and analysis to support strategic sourcing and cost savings initiatives
Apply statistical analysis and modeling techniques to identify trends, risks, and optimization opportunities
Support monthly and recurring reporting processes, including cost tracking and performance metrics
Collaborate with category teams, strategy leaders, and peers to translate analytics into actionable insights
Required QualificationsBachelor's degree in a quantitative field such as Data Science, Statistics, Engineering, Computer Science, Economics, Mathematics, or similar (or Master's degree in lieu of experience)
3-5 years of professional experience performing quantitative analysis (internships accepted)
Proficiency with analytics and data visualization tools, including Power BI
Strong problem-solving skills with the ability to communicate insights clearly to technical and non-technical audiences
Preferred QualificationsExperience with advanced statistical methods (regression, hypothesis testing, ANOVA, statistical process control)
Practical exposure to machine learning techniques such as clustering, logistic regression, random forests, or similar models
Experience with cloud platforms (AWS, Azure, or Google Cloud)
Familiarity with procurement, sourcing, cost management, or manufacturing-related analytics
Strong initiative, collaboration skills, and commitment to continuous learning in analytics
Why This Role?
This position offers the opportunity to work on high-impact analytics projects that directly support sourcing strategy, cost optimization, and operational decision-making. You will collaborate with diverse teams, gain exposure to large-scale enterprise data, and contribute to meaningful initiatives that drive measurable business outcomes. Cullerton Group provides a professional consulting environment with growth potential, strong client partnerships, and long-term career opportunities.
Data Scientist (F2F Interview)
Data science internship job in Dallas, TX
W2 Contract
Dallas, TX (Onsite)
We are seeking an experienced Data Scientist to join our team in Dallas, Texas. The ideal candidate will have a strong foundation in machine learning, data modeling, and statistical analysis, with the ability to transform complex datasets into clear, actionable insights that drive business impact.
Key Responsibilities
Develop, implement, and optimize machine learning models to support business objectives.
Perform exploratory data analysis, feature engineering, and predictive modeling.
Translate analytical findings into meaningful recommendations for technical and non-technical stakeholders.
Collaborate with cross-functional teams to identify data-driven opportunities and improve decision-making.
Build scalable data pipelines and maintain robust analytical workflows.
Communicate insights through reports, dashboards, and data visualizations.
Qualifications
Bachelor's or Master's degree in Data Science, Statistics, Computer Science, or a related field.
Proven experience working with machine learning algorithms and statistical modeling techniques.
Proficiency in Python or R, along with hands-on experience using libraries such as Pandas, NumPy, Scikit-learn, or TensorFlow.
Strong SQL skills and familiarity with relational or NoSQL databases.
Experience with data visualization tools (e.g., Tableau, Power BI, matplotlib).
Excellent problem-solving, communication, and collaboration skills.
Data Scientist
Data science internship job in Dallas, TX
We are
At Synechron, we believe in the power of digital to transform businesses for the better. Our global consulting firm combines creativity and innovative technology to deliver industry-leading digital solutions. Synechron's progressive technologies and optimization strategies span end-to-end Artificial Intelligence, Consulting, Digital, Cloud & DevOps, Data, and Software Engineering, servicing an array of noteworthy financial services and technology firms. Through research and development initiatives in our FinLabs we develop solutions for modernization, from Artificial Intelligence and Blockchain to Data Science models, Digital Underwriting, mobile-first applications and more. Over the last 20+ years, our company has been honored with multiple employer awards, recognizing our commitment to our talented teams. With top clients to boast about, Synechron has a global workforce of 14,500+, and has 58 offices in 21 countries within key global markets.
Our challenge
We are seeking a talented and analytical Data Scientist to join our team. The ideal candidate will leverage advanced data analysis, statistical modeling, and machine learning techniques to drive insights, optimize loan processes, improve risk assessment, and enhance customer experiences in mortgage and lending domains.
Additional Information*
The base salary for this position will vary based on geography and other factors. In accordance with law, the base salary for this role if filled within Dallas, TX is $110k - $120k/year & benefits (see below).
The Role
Responsibilities:
Analyze large volumes of loan and mortgage data to identify key trends, patterns, and risk factors.
Develop and implement predictive models for credit scoring, risk segmentation, loan default prediction, and fraud detection.
Collaborate with product teams, underwriters, and risk managers to understand business requirements and translate them into analytical solutions.
Build data pipelines and automate data ingestion, cleaning, and processing workflows related to loans and mortgage portfolios.
Conduct feature engineering to improve model accuracy and robustness.
Monitor model performance over time and recalibrate models as needed based on changing market conditions.
Create dashboards and reports to communicate insights and support decision-making processes.
Ensure data quality, integrity, and compliance with regulatory standards.
Stay updated on industry trends, emerging techniques, and regulatory changes affecting mortgage and lending projects
Requirements:
Strong knowledge of mortgage products, loan lifecycle, credit risk, and underwriting processes.
Experience with Kafka, Hadoop, Hive, or other big data tools.
Familiarity with containerization (Docker) and orchestration (Kubernetes).
Understanding of data security, privacy, and compliance standards.
Knowledge of streaming data processing and real-time analytics.
We offer:
A highly competitive compensation and benefits package.
A multinational organization with 58 offices in 21 countries and the possibility to work abroad.
10 days of paid annual leave (plus sick leave and national holidays).
Maternity & paternity leave plans.
A comprehensive insurance plan including medical, dental, vision, life insurance, and long-/short-term disability (plans vary by region).
Retirement savings plans.
A higher education certification policy.
Commuter benefits (varies by region).
Extensive training opportunities, focused on skills, substantive knowledge, and personal development.
On-demand Udemy for Business for all Synechron employees with free access to more than 5000 curated courses.
Coaching opportunities with experienced colleagues from our Financial Innovation Labs (FinLabs) and Center of Excellences (CoE) groups.
Cutting edge projects at the world's leading tier-one banks, financial institutions and insurance firms.
A flat and approachable organization.
A truly diverse, fun-loving, and global work culture.
S YNECHRON'S DIVERSITY & INCLUSION STATEMENT
Diversity & Inclusion are fundamental to our culture, and Synechron is proud to be an equal opportunity workplace and is an affirmative action employer. Our Diversity, Equity, and Inclusion (DEI) initiative ‘Same Difference' is committed to fostering an inclusive culture - promoting equality, diversity and an environment that is respectful to all. We strongly believe that a diverse workforce helps build stronger, successful businesses as a global company. We encourage applicants from across diverse backgrounds, race, ethnicities, religion, age, marital status, gender, sexual orientations, or disabilities to apply. We empower our global workforce by offering flexible workplace arrangements, mentoring, internal mobility, learning and development programs, and more.
All employment decisions at Synechron are based on business needs, job requirements and individual qualifications, without regard to the applicant's gender, gender identity, sexual orientation, race, ethnicity, disabled or veteran status, or any other characteristic protected by law.
AI Data Analyst
Data science internship job in Dallas, TX
Motion recruitment has partnered with a retail ecommerce client and is seeking a Data Analyst specialized in Machine Learning and Artificial Intelligence.
About the Role
This role involves working closely with data to support the Machine Learning pipeline, requiring a strong foundation in statistical techniques and data analysis.
Location: Onsite
Duration: 12 months with possible extension
Type: W-2 Contract Only - C2C, third-party, or sponsorship arrangements are not supported at this time.
Interview: Onsite
Local candidates are encouraged to apply as the job requires an onsite interview.
Responsibilities
Research, prototype, and build analysis and visualizations for our Machine Learning pipeline.
Stay up to date with emerging technology and learn new technologies/libraries/frameworks.
Learn and partner with peers across multiple disciplines, such as computer vision, machine learning, and systems design.
Deliver on time with a high bar on quality of research, innovation, and engineering.
Required Skills
Strong knowledge of statistical techniques and advanced mathematics.
3+ years of data analyst/engineering/science within the Databricks ecosystem (Azure preferred).
5+ years of experience demonstrating the use of statistical techniques to analyze, segment and visualize data - specifically around experimental design, KPI calculation, and A/B testing.
4+ years of experience in manipulating big data using Python, PySpark, or SQL.
Expert experience with data visualization tools in Python, PowerBI, etc.
Preferred Skills
Master's Degree or higher in Computer Science/Engineering/Math, or relevant experience.
Experience working with Machine Learning models - evaluation, observability, and performance monitoring.
Experience working closely with a business team to determine primary KPIs on an ambiguous problem.
Equal Opportunity Statement
We are committed to diversity and inclusivity in our hiring practices.
Junior Data Science Analyst -Temporary, Information Technology
Data science internship job in Plano, TX
Are you a data enthusiast with a desire to expand your understanding and experience with data analysis, visualization and data cleansing? As a Junior Data Science Analyst , you will have an opportunity to apply and develop your skills in analyzing large, complex, multi-dimensional datasets with a variety of tools and statistical environments, creating and implementing machine learning algorithms and advanced statistics and using statistical computing languages for data analysis -- such as R and Python. If you are ready to take your career to the next level, there has never been a better time to join ServiceLink!
*Note- The Junior Data Science Analyst is a temporary role with an anticipated length of 3 months, intended to be an introductory/developmental role.
A DAY IN THE LIFE
In this role, you will…
· Conduct research leveraging big data technologies that surface actionable insight that influence analytical solutions roadmap
· Gather and process raw data at scale by using statistical packages like R, and programming language like Python
· Process unstructured data into a form suitable for analysis - and then do the analysis.
· Work with images, text documents and tabular data
WHO YOU ARE
You possess …
· Recently graduated or currently pursuing Undergraduate / Master's degree in Computer Science or related field or equivalent work experience
· Effective in fast paced environment
· Collaborative/enjoys working in teams
· Self-starter/motivator
· Some experience in software or applications engineering and/or technical operations
Responsibilities
Critical thinking skills to assess how AI capabilities can best be applied to complex business situations.
Work closely with engineering team to integrate your ideas, innovations and algorithms into production systems.
Support business decisions with ad hoc analysis as needed.
Having the ability to query databases with structured and un-structured data and perform statistical analysis
Being able to work in a fast-paced multidisciplinary environment as in a competitive landscape new data keeps flowing in rapidly and the world is constantly changing;
Applying quantitative analysis and data mining expertise in presenting data to visualize beyond the numbers and the underlying trends and use that analysis in process automation
Ability to perform in the following areas:
o Analysis and Presentation
o Exploratory Data Analysis
o Predictive Data Analysis
o Streaming Analytics
Experience in creating and implementing machine learning algorithms and advanced statistics such as: regression, clustering, decision trees, exploratory data analysis methodology, simulation, scenario analysis, modeling, and neural networks
Proficiency with statistical computing languages for data analysis, such as R and Python preferred.
You ask why, you explore, you're not afraid to blurt out your disruptive idea. You are constantly exploring new open source tools.
Work on building deep learning models in production for predicting or classification.
Analytical skills, with an emphasis on quantitative analysis, descriptive and inferential statistics a plus
Qualifications
Recently graduated or currently pursuing Undergraduate / Master's degree in Computer Science or related field or equivalent work experience
Certification preferred but not required
Some experience in software or applications engineering and/or technical operations
Work and/or academic experience building applications using any of the following:
o Large scale distributed databases as well as more traditional options: key-value, graph, SQL, NoSQL, time series
o Machine Learning like R, Python
o Deep knowledge on large scale object stores (e.g. HDFS) and the ecosystem of tools used for machine learning applications (e.g. spark etc.). In particular, we're looking for the flexibility to make decisions that best optimize for our applications and don't follow the crowd to a default answer.
o Exposure to cloud environments preferable Azure
o Experience handling data with relational databases is preferred
o Knowledge of machine learning/distributed systems
o SQL server or Oracle
Effective in fast paced environment
Collaborative/enjoys working in teams
Self-starter/motivator
Creative and effective problem solving skills
Ability to work on/manage multiple tasks concurrently.
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Auto-ApplyData Analyst Intern - HSSE - Summer 2026
Data science internship job in Dallas, TX
Under the guidance of the HSSE team, the successful candidate will support the implementation of a new software platform, including the migration of data from the previous system. The intern will assist in rebuilding and enhancing Power BI dashboards based on legacy designs, integrating new API connections to ensure seamless data flow and automation. This role offers hands-on experience in data transformation, data mining, dashboard development, and regulatory reporting. The candidate will contribute to high-impact regulatory projects while gaining exposure to modern data analytics tools and practices.
Responsibilities:
* Assist in migrating historical data from the legacy platform to the newly implemented software system.
* Rebuild and enhance Power BI dashboards using new API connections, ensuring continuity with previous reporting formats.
* Develop automated reports for related safety metric tracking to support regulatory compliance.
* Collaborate with internal teams to understand data sources, validate accuracy, and improve reporting efficiency.
* Assist in updating the ESG website with 2025 information, maintaining consistent style and messaging.
Preferred Degree Background:
* Rising junior or senior pursuing an undergraduate degree or master's in IT, Computer Science, Data Analytics, or a related field
* Minimum of 3.0 grade point average.
Required Skills/Knowledge
* Proficiency in Power BI (must be able to use the software independently).
* Experience in data mining, transformation, and visualization.
* Familiarity with data connections, automation, and reporting tools.
* API experience is a plus but not required.
* Ability to work independently while collaborating with the team or outside departments for business context.
* Strong critical thinking and adaptability.
* Excellent communication skills to translate data insights into meaningful reports.
Company Highlights:
* For 90 years, we have nurtured creative ideas and turned them into successful realities using three core strategic pillars - creativity, excellence, and people
* Free covered employee parking for Dallas HQ based employees
* Free specialty coffee bar in the Dallas HQ
* Onsite breakfast and lunch area in the Dallas HQ
* Commitment to the following ideals:
* Work/Life Balance
* Ongoing professional development opportunities
* An exceptional employee experience
Hunt is committed to a diverse and inclusive workplace. Hunt is an equal opportunity employer and does not discriminate on the basis of race, national origin, gender, gender identity, sexual orientation, protected veteran status, disability, age, or other legally protected status.
#LI-ONSITE
#LI-huntenergy
Auto-ApplyData Strategy Intern
Data science internship job in Dallas, TX
WHO WE ARE Apex Fintech Solutions (AFS) powers innovation and the future of digital wealth management by processing millions of transactions daily, to simplify, automate, and facilitate access to financial markets for all. Our robust suite of fintech solutions enables us to support clients such as Stash, Betterment, SoFi, and Webull, and more than 20 million of our clients' customers.
Collectively, AFS creates an environment in which companies with the biggest ideas in fintech are empowered to change the world. As a global organization, we have offices in Austin, Dallas, Chicago, New York, Portland, Belfast, and Manila.
If you are seeking a fast-paced and entrepreneurial environment where you'll have the opportunity to make an immediate impact, and you have the guts to change everything, this is the place for you.
AFS has received a number of prestigious industry awards, including:
* 2021, 2020, 2019, and 2018 Best Wealth Management Company - presented by Fintech Breakthrough Awards
* 2021 Most Innovative Companies - presented by Fast Company
* 2021 Best API & Best Trading Technology - presented by Global Fintech Awards
ABOUT THIS ROLE
We are seeking a highly motivated Data Strategy Intern to join our team. This intern will play an integral role in supporting our efforts to refine workflows, analyze data, and help teams execute efficiently. This role combines elements of strategy development, data analysis, and client implementation support-offering you hands-on experience in executing projects at scale.
To be considered, you must be able to commit to a 10-week hybrid internship and work 40 hours per week during our summer program
Key Responsibilities:
* Data Analysis and Research: Conduct analysis and research on industry trends, prospects, clients, and competitors
* Project Management: Support revenue operations projects and manage initiatives that track client revenues & cost allocations, streamline vendor process management, and identify revenue or cost-saving opportunities
* Process Documentation: Work with stakeholders to collaborate across Product, Business, and Customer Service to develop internal and client-facing policies
* Process Creation, Optimization, and Automation: Create efficiency-oriented processes to streamline operations
* Collaboration: Work closely and cross-functionally with members of Sales, Marketing, Finance, Operations, Relationship Management and Solutions teams
Education and Experience:
* Currently pursuing or recently completed a degree in Business Administration, Math, Stats, Econ, Data Analytics, MIS, Information Technology, or a related field.
* Senior standing, May 2027 graduate
* Strong analytical skills and attention to detail, with experience in data analysis.
* Familiarity with SQL.
* Basic understanding of platform services and metrics creation is a plus.
* Strong knowledge of Microsoft Excel, Word, and PowerPoint
* Ability to think strategically and solve problems
* Strong track record of independent work and leadership ability
* An analytical mind, willing to continually roll up your sleeves and dig deeper into everything put in front of you
* Excellent informal and formal written, verbal, and presentation communication skills
* Ability to manage multiple tasks and prioritize effectively in a fast-paced environment.
* General interest in Fintech.
Preferred Skills:
* Experience with Claude Agentic AI
* System Design
* Data Base Structure
Work Environment:
* This internship operates in an office environment.
* This internship operates on a hybrid schedule in Austin, TX or Dallas, TX
Salary:
* $25 per hour.
#LI-DNI
Please note this job description is not designed to cover or contain a comprehensive listing of activities, duties, or responsibilities required of the employee for this job. Duties, responsibilities, and activities may change at any time with or without notice.
Our Rewards
We offer a robust package of employee perks and benefits, including healthcare benefits (medical, dental and vision, EAP), competitive PTO, 401k match, parental leave, and HSA contribution match. We also provide our employees with a paid subscription to the Calm app and offer generous external learning and tuition reimbursement benefits. At AFS, we offer a hybrid work schedule for most roles that allows employees to have the flexibility of working from home and one of our primary offices.
EEO Statement
Apex Fintech Solutions is an equal opportunity employer that does not discriminate on the basis of race, color, religion, sex (including pregnancy, sexual orientation, and gender identity), national origin, age, disability, veteran status, marital status, or any other protected characteristic. Our hiring practices ensure that all qualified applicants receive fair consideration without regard to these characteristics.
Disability Statement
Apex Fintech Solutions is committed to creating an inclusive and accessible workplace for all candidates, including those with disabilities. We are dedicated to ensuring equal employment opportunities and providing reasonable accommodations to qualified individuals with disabilities. If you require reasonable accommodations to participate in the application or interview process, please submit your request via the Candidate Accommodation Requests Form. We will work with you to provide the necessary accommodations to ensure your full participation in our hiring process.
Intern - Data Analytics / UNB
Data science internship job in Dallas, TX
Sunoco LP is a leading energy infrastructure and fuel distribution master limited partnership operating across 47 U.S. states, Puerto Rico, Europe, and Mexico. The Partnership's midstream operations include an extensive network of approximately 9,500 miles of pipeline and over 100 terminals. This critical infrastructure complements the Partnership's fuel distribution operations, which serve approximately 10,000 convenience stores, independent dealers, commercial customers, and distributors.
At Sunoco, we take great pride in what we do and wholeheartedly believe our employees drive success for our company and our customers. We are always looking for the best and brightest talent and we are committed to making your job a challenging and rewarding experience.
This is a twelve (12) week paid internship program beginning May 2026. You must be currently enrolled in an undergraduate or graduate degree program with an expected graduation date in Fall 2026 or Spring 2027
During your internship you will have direct access to senior leadership within the organization as well as the opportunity to work on high-impact strategic projects in addition to your core departmental responsibilities. This role is a fantastic opportunity for someone interested in learning about the oil & gas industry in a fast-paced, intellectually stimulating environment. Candidates will have the opportunity to express their department and location of preference during the interview process.
Essential Duties and Responsibilities:
* Develop and refine datasets, reports, dashboards, models that drive strategic decision-making
* Manage project deployment pipelines that takes code from development environments to production.
* Serve as a thought partner to your teammates, contributing to the team's strong problem-solving orientation.
* Collaborate with cross-functional partners to ensure your work is understood and supported across the organization
Requirements:
Education and/or Experience, Knowledge, Skills & Abilities:
To perform this job successfully, an individual must be able to perform each essential job duty satisfactorily. The requirements for this position are listed below:
* Currently enrolled in college - we're open to candidates of all degrees - if you possess the intangibles above and the work sounds intriguing, we can teach you the rest
* Preferably junior status
* General requirements include self-motivated individuals, involvement in activities outside college studies.
* Above average GPA
* Distinctive problem-solving skills and an intellectual curiosity to solve unique and oftentimes complex problems.
* Strong work ethic and high level of self-motivation and accountability to "get stuff done" - while you'll receive regular coaching and feedback, we intentionally position our interns to be able to own their work
* Ability to operate effectively in a fast-paced environment with occasionally tight deadlines
* Excellent written and verbal communication skills
* Able to write database queries using the SQL programming language.
* Experience with data cleaning in either the R or Python programming languages using packages such as `dplyr` and `pandas`.
* Familiarity with version control systems such as Git.
JR. Data Analyst
Data science internship job in Dallas, TX
Responsibilities
Data analyst will be preparing technical Bl reports by collecting, analyzing, and summarizing information and trends to gain insights on large data. They will be extracting, interpreting, and analyzing large data to identify key performance indicators to create various interactive dashboards. The role will be conduct insightful ad hoc analyses to investigate ongoing or one-time operational issues.
Experience required : 1 year
Number of posts : 1
Required Skills
SQL
Oracle
Agile framework
Excel
Degrees
Business
Computer Science
Information Technology
Data Analyst Intern - HSSE
Data science internship job in Dallas, TX
Under the guidance of the HSSE team, the successful candidate will support the implementation of a new software platform, including the migration of data from the previous system. The intern will assist in rebuilding and enhancing Power BI dashboards based on legacy designs, integrating new API connections to ensure seamless data flow and automation. This role offers hands-on experience in data transformation, data mining, dashboard development, and regulatory reporting. The candidate will contribute to high-impact regulatory projects while gaining exposure to modern data analytics tools and practices.
Responsibilities:
Assist in migrating historical data from the legacy platform to the newly implemented software system.
Rebuild and enhance Power BI dashboards using new API connections, ensuring continuity with previous reporting formats.
Develop automated reports for related safety metric tracking to support regulatory compliance.
Collaborate with internal teams to understand data sources, validate accuracy, and improve reporting efficiency.
Assist in updating the ESG website with 2025 information, maintaining consistent style and messaging.
Preferred Degree Background:
Rising junior or senior pursuing an undergraduate degree or master's in IT, Computer Science, Data Analytics, or a related field
Minimum of 3.0 grade point average.
Required Skills/Knowledge
Proficiency in Power BI (must be able to use the software independently).
Experience in data mining, transformation, and visualization.
Familiarity with data connections, automation, and reporting tools.
API experience is a plus but not required.
Ability to work independently while collaborating with the team or outside departments for business context.
Strong critical thinking and adaptability.
Excellent communication skills to translate data insights into meaningful reports.
Company Highlights:
For 90 years, we have nurtured creative ideas and turned them into successful realities using three core strategic pillars - creativity, excellence, and people
Free covered employee parking for Dallas HQ based employees
Free specialty coffee bar in the Dallas HQ
Onsite breakfast and lunch area in the Dallas HQ
Commitment to the following ideals:
Work/Life Balance
Ongoing professional development opportunities
An exceptional employee experience
Hunt is committed to a diverse and inclusive workplace. Hunt is an equal opportunity employer and does not discriminate on the basis of race, national origin, gender, gender identity, sexual orientation, protected veteran status, disability, age, or other legally protected status.
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Auto-ApplyData Analyst Intern, application via RippleMatch
Data science internship job in Dallas, TX
This role is with RippleMatch's partner companies. RippleMatch partners with hundreds of companies looking to hire top talent.
About RippleMatch
RippleMatch is your AI-powered job matchmaker. Our platform brings opportunities directly to you by matching you with top employers and jobs you are qualified for. Tell us about your strengths and goals - we'll get you interviews! Leading employers leverage RippleMatch to build high-performing teams and Gen Z job seekers across the country trust RippleMatch to launch and grow their careers.
Requirements for the role:
Currently pursuing a Bachelor's or Master's degree in Data Science, Statistics, Computer Science, Economics, or a related field.
Strong foundational knowledge in statistical analysis, data modeling, and data mining techniques.
Proficiency in data analysis tools and programming languages such as Python, R, SQL, or similar.
Experience with data visualization tools and software (e.g., Tableau, Power BI, or similar).
Ability to interpret complex data sets and provide actionable insights.
Excellent problem-solving skills and attention to detail.
Effective organizational and time management skills, with the ability to prioritize tasks and manage multiple projects simultaneously.
Strong communication and interpersonal skills, with the ability to collaborate effectively with team members.
Eagerness to learn and apply new techniques and tools in the field of data analysis.
Auto-ApplySummer Intern - Data Governance
Data science internship job in Irving, TX
When you're the best, we're the best. We instill an environment where employees feel engaged, satisfied and able to contribute their unique skills and talents while living and working as their authentic selves. We provide extensive opportunities for personal and professional development, building both employee competence and organizational capability to fuel exceptional performance through an inclusive environment both now and in the future.
Vizient Intern Program Overview:
This program is intended to create a beneficial relationship and growth opportunity for Vizient, our employees, and collegiate students. Since 2000, our summer intern program has provided college undergraduate, graduate, and doctoral students with practical experience that exposes them to multiple aspects of a career field and the healthcare industry. This full-time, paid intern program offers an opportunity to accelerate academic learning, apply classroom knowledge, and introduce students to a professional setting. Interns are assigned a supervisor to mentor/develop business skills and monitor work experiences. Interns are integral members of the company's team, setting goals, working toward deadlines, and actively participating in community service projects.
The program requires the intern to commit to 10 weeks of participation in all formal training, mentoring, on-the-job learning, and opportunities to interact with senior leaders.
Program starts June 1, 2026, and ends August 7, 2026.
40 hours per week with a pay rate of $24 per hour.
What we will do:
We provide the tools and training necessary to succeed, as well as provide intentional development opportunities such as:
Exposure to senior leadership to discuss the project, strategy, and milestones.
Network opportunities with cross-functional teams to learn about various areas within the organization.
Personalized strengths coaching.
Participate in company meetings and key culture events.
Value-added project management skills.
Intern-led community impact projects and various team-building activities outside of work.
What you will do:
As an intern, you will be involved in a variety of tasks, including reviewing distributor data files, working with our analytics team to pull in additional information, and implementing specific prioritized distributor initiatives. You will also have the opportunity to join the Director of Implementation on distributor-facing calls to discuss projects.
Perform maintenance and cleanup work within the Power Platform to ensure applications, workflows, and reports remain accurate, efficient, and up to date.
Manage and deliver 1-2 small-scale app projects using Power BI, Power Apps, and Power Automate by collaborating with stakeholders, analyzing data sources, and documenting requirements and workflows.
Independently oversee projects through the full lifecycle-from requirements gathering and solution design to testing, deployment, and production support-while leveraging Microsoft tools such as SharePoint, Dataverse, Office, and Teams.
Prepare and present a final report and live demonstration of completed projects to leadership and peers, highlighting business impact and key outcomes.
What you will need:
Enrolled in a four-year accredited college, university, or graduate program in good academic standing.
Must have completed the sophomore year as an undergraduate before the start of the internship, or have recently completed your degree.
Basic understanding of working in a hybrid environment, workplace ethics, and effective communication.
Good organization and planning skills, and demonstrate effective project coordination, facilitation, and implementation based on past work or school experiences.
Effective oral and written communication skills and the ability to analyze and synthesize information for problem-solving are preferred.
Strong interpersonal skills for interacting across the team and potentially with internal Vizient business partners, external members, and suppliers.
Equal Opportunity Employer: Females/Minorities/Veterans/Individuals with Disabilities
The Company is committed to equal employment opportunity to all employees and applicants without regard to race, religion, color, gender identity, ethnicity, age, national origin, sexual orientation, disability status, veteran status or any other category protected by applicable law.
Auto-ApplyIntern - Data Analytics
Data science internship job in Garland, TX
United in Performance. Inspired by Innovation. Work Type: reports in-person to our Garland, TX office. Sponsorship: This opportunity is not approved for Visa sponsorship. Only candidates who currently have the right to work in the United States will be considered.
Why Join This Team?
This team works with highly integrated technology and offers a unique opportunity to see how data drives decision-making in the global mining industry. Interns will gain hands-on experience with real-world data and contribute to impactful projects that span international operations.
Key Responsibilities:
* Assist in collecting, cleaning, and preprocessing large datasets from various sources to ensure accuracy and reliability.
* Perform exploratory data analysis to identify trends, patterns, and actionable insights that support business objectives.
* Create and maintain data visualizations, dashboards, and reports using tools such as Tableau, Power BI, or Excel.
* Collaborate with cross-functional teams to understand data needs and deliver impactful solutions.
* Learn how data supports automated drilling equipment and contributes to global mining operations.
Required Skills & Competencies:
Technical Skills
* Proficiency in SQL, Python or R.
* Experience or coursework in data visualization tools (e.g., Tableau, Power BI).
* Familiarity with Excel and basic statistical analysis.
Soft Skills
* Strong communication and collaboration abilities.
* Attention to detail and critical thinking.
* Problem-solving mindset and business acumen.
* Curiosity and willingness to learn about mining technologies and global operations.
Success Behaviors:
* A collaborative team player who thrives in a dynamic, innovative environment.
* Eager to grow professionally and explore opportunities in the mining industry.
* Bold in bringing fresh ideas and challenging the status quo-Dare to Think New.
Life at Epiroc:
We are Epiroc, a leading productivity partner for the mining and infrastructure industries. By joining Epiroc, you can expect an atmosphere of creativity and innovation, 'Dare to Think New.' With innovative technology, we develop and produce innovative drill rigs, rock excavation, and construction tools. The company was founded in Stockholm, Sweden and has passionate people supporting and collaborating with customers in more than 150 countries.
Employment at Epiroc Drilling Solutions LLC is "at-will," which means that either you or the company can terminate the employment relationship at any time, with or without prior notice, and for any reason not prohibited by statute, in accordance with state and federal guidelines. All employment continues on that basis. No supervisor, manager or executive of the company, other than the General Manager in a signed writing, has any authority to alter the foregoing. Signature of this document serves as acknowledgment of receipt and does not create a contract of employment.
Epiroc Drilling Solutions LLC is an equal opportunity/affirmative action employer. All qualified applicants will receive consideration for employment without regard to sex, gender identity, sexual orientation, race, color, religion, national origin, disability, protected Veteran status, age, or any other characteristic protected by law.
Note: This job description is not intended to be an exhaustive list of all duties, responsibilities, or qualifications associated with the job. Employees are held accountable for all duties of the job.
United. Inspired. Performance unites us, Innovation inspires us, and commitment drives us to keep moving forward.
In the 150 countries where you can find Epiroc, we encourage our employees to take ownership of their own development and careers with the support from their leaders. We are committed to giving you every opportunity to succeed in a culture of innovation, diversity and collaboration, combined with a caring atmosphere. Diversity and sustainability are key to grow fresh and innovative ideas and solutions for our customers. Epiroc is a leading manufacturer for the mining and infrastructure industries.
This job posting will remain open until the position is filled.
It all starts with people. The world needs metals and minerals for the energy transition and our cities and infrastructure must be developed to serve a growing population. To succeed, we need to speed up the shift towards more sustainable mining and construction industries. We at Epiroc accelerate this transformation, together with customers and business partners in more than 150 countries, by developing and providing innovative and safe equipment, digital solutions, and aftermarket support.
All new thinkers are welcome. We are looking for those who want to develop, grow, and dare to think new. In Epiroc we attract, develop, and retain diverse talent valuing authenticity and unique perspectives, driving our spirit of innovation. We foster an inclusive culture where diversity isn't just a goal but a part of our values and way of working. This is how we do business for a sustainable future. Learn more at **************
Business Analyst Internship
Data science internship job in Dallas, TX
Founded in 1965 by Mack Pogue as Lincoln Property Company, Willow Bridge Property Company is one of the United States' most respected full-service residential property companies, operating a successful portfolio in 75 markets. Headquartered in Dallas, Texas, Willow Bridge proudly employs over 5,500 team members, has built over 200,000 apartments and manages 220,000 units for its clients. To learn more, visit willowbridgepc.com.
We create places people want to call home - starting with you.
With decades of proven success, Willow Bridge is a national leader in residential property management and development, active in 29 states and managing more than 230,000 apartment homes across the U.S.
At Willow Bridge, our purpose drives everything we do. Whether you're launching your career or looking to take the next step, we're here to support your growth with intention, flexibility, and real opportunities to make an impact.
The Willow Bridge Summer Internship Program is a 9-week experience designed to provide valuable hands-on work with a national leader in the property management industry. Your summer with Willow Bridge will include:
* A 3-day orientation experience at HQ in Dallas, TX with opportunities to network and hear from senior leadership
* Weekly internship meetings consisting of professional workshops, leadership speakers, and meaningful conversations
* The opportunity to showcase your interests and learnings through a final project presentation to leadership at the conclusion of the program
The program will run from June 1 - July 31, 2026.
Responsibilities
Responsibilities:
We're currently hiring a Business Analyst Intern to work with our team based in Dallas, TX. We are looking for an entrepreneurial-minded person who enjoys building relationships with their team and customers. Does that sound like you? Become part of the Willow Bridge family and grow your career path today!
* Partner with business teams to identify opportunities for process improvement and operational efficiency
* Conduct market and internal research to inform business decisions and strategic initiatives
* Support analysis of new opportunities, including ROI modeling and business case development
* Assist in the preparation of executive presentations and project summaries
* Track project timelines, deliverables, and key performance metrics
* Participate in meetings and document key takeaways and action items
* Regularly communicate progress and findings with the Director, Strategic Initiatives, and internship program directors
Qualifications
Qualifications:
* Interest or desire to work in property management, real estate, or business strategy
* Rising Junior or Senior pursuing a degree in Finance, Real Estate, Business Administration, or a related field
* Proficiency with Microsoft 365 (Excel, PowerPoint, Word, Teams, SharePoint)
* Exposure to AI productivity tools (e.g., ChatGPT, Copilot, Perplexity, Claude) and a willingness to learn new technology
* Strong analytical and problem-solving skills
* Excellent written and verbal communication skills
Auto-ApplyStudent Business Analyst Intern
Data science internship job in Richardson, TX
Big challenges need bold thinkers.
If you're someone who sees problems as opportunities, you'll thrive here. RESPEC is 100% employee-owned, which means we take ownership of every challenge. Here, your ideas drive real solutions. Since 1969, we've tackled complex challenges in energy transition, infrastructure resilience, digital transformation, and sustainability.
At RESPEC, you'll work alongside clients to take on critical problems. Depending on your expertise, you might design infrastructure in remote locations, develop renewable energy solutions for global projects, or apply data-driven technology to improve mining and water systems.
We bring deep technical knowledge, real-world experience, and a commitment to work that matters. If you're looking for a place where your contributions have real impact, you'll fit right in.
We do not accept unsolicited resumes from third-party recruiters.
Job Description
RESPEC is seeking an Business Analyst Intern to join our Data and Technology Solutions team in our Richardson, TX office.
RESPEC's Data & Technology Services business unit is seeking a Business Analyst Intern to support various projects and gain hands-on experience in project management, business analysis, and software development processes. This internship offers an exciting opportunity to work alongside experienced professionals, develop critical analytical and communication skills, and contribute to meaningful projects.
Responsibilities:
Assists in gathering and documenting business requirements, user
stories, and business process flows.
Supports the project team in performing quality assurance testing and
user acceptance testing (UAT).
Participates in client meetings, including taking notes, tracking
action items, and preparing meeting summaries.
Collaborates with cross-functional teams to understand project needs
and ensure business requirements are met.
Conducts research on industry best practices and trends to support
project initiatives.
Helps develop project documentation, including status reports, test
cases, and workflow diagrams.
Learns and applies project management methodologies.
Support the team in tracking project progress, risks, and issues.
Qualifications
Currently pursuing or recently completed a Bachelor's degree in Business, Information Systems, Data Analytics, or a related field
Strong analytical and problem-solving skills
Excellent verbal and written communication skills
Ability to work collaboratively in a team environment
Strong organizational skills and attention to detail
Proficiency in Microsoft Office Suite (Word, Excel, PowerPoint) is preferred
Familiarity with project management and collaboration tools like Jira, Confluence, or Smartsheet is a plus
Passion for learning and developing new skills in business analysis
and project management.
Additional Information
Compensation: Salary depends on experience. This is temporary part-time position. No benefits are offered except those that are required for statutory purposes.
All your information will be kept confidential according to EEO guidelines.
Student Business Analyst Intern
Data science internship job in Richardson, TX
Big challenges need bold thinkers. If you're someone who sees problems as opportunities, you'll thrive here. RESPEC is 100% employee-owned , which means we take ownership of every challenge. Here, your ideas drive real solutions. Since 1969, we've tackled complex challenges in energy transition, infrastructure resilience, digital transformation, and sustainability.
At RESPEC, you'll work alongside clients to take on critical problems
. Depending on your expertise, you might design infrastructure in remote locations, develop renewable energy solutions for global projects, or apply data-driven technology to improve mining and water systems.
We bring deep technical knowledge, real-world experience, and a commitment to work that matters. If you're looking for a place where your contributions have real impact, you'll fit right in.
We do not accept unsolicited resumes from third-party recruiters.
Job Description
RESPEC is seeking an
Business Analyst Intern
to join our Data and Technology Solutions team in our Richardson, TX office.
RESPEC's Data & Technology Services business unit is seeking a Business Analyst Intern to support various projects and gain hands-on experience in project management, business analysis, and software development processes. This internship offers an exciting opportunity to work alongside experienced professionals, develop critical analytical and communication skills, and contribute to meaningful projects.
Responsibilities:
Assists in gathering and documenting business requirements, user
stories, and business process flows.
Supports the project team in performing quality assurance testing and
user acceptance testing (UAT).
Participates in client meetings, including taking notes, tracking
action items, and preparing meeting summaries.
Collaborates with cross-functional teams to understand project needs
and ensure business requirements are met.
Conducts research on industry best practices and trends to support
project initiatives.
Helps develop project documentation, including status reports, test
cases, and workflow diagrams.
Learns and applies project management methodologies.
Support the team in tracking project progress, risks, and issues.
Qualifications
Currently pursuing or recently completed a Bachelor's degree in Business, Information Systems, Data Analytics, or a related field
Strong analytical and problem-solving skills
Excellent verbal and written communication skills
Ability to work collaboratively in a team environment
Strong organizational skills and attention to detail
Proficiency in Microsoft Office Suite (Word, Excel, PowerPoint) is preferred
Familiarity with project management and collaboration tools like Jira, Confluence, or Smartsheet is a plus
Passion for learning and developing new skills in business analysis
and project management.
Additional Information
Compensation:
Salary depends on experience. This is temporary part-time position. No benefits are offered except those that are required for statutory purposes.
All your information will be kept confidential according to EEO guidelines.
Financial Analyst, Internship - Business Valuation
Data science internship job in Dallas, TX
Full-time Description
Multiple Locations Offered: Dallas, Nashville, Denver, Chicago, Philadelphia and New York
VMG Health supports a nationwide network of clients with over 70,000 engagements, exclusively in the healthcare industry. Our national client base ranges from large health systems to small practices and everything in between, including investors and private equity firms. VMG Health provides a solutions-oriented approach to client needs through our strong market position, extensive contacts, unparalleled tools and solutions, and expert insights. We are proud to serve as the single source for all our clients' valuation, strategic, and compliance needs.
Requirements
Analysts will support all members of their team on a variety of healthcare engagements. Primary responsibilities will be data collection, client financial analysis, financial modeling, due diligence, report writing, and supporting senior level staff. Provides expert opinions and advisory services, acting as an independent third party, performing business valuations in support of healthcare transactions to ensure regulatory compliance, assist clients without experience in valuation, or to provide both parties comfort that the consideration included in a transaction is consistent with market levels.
RESPONSIBILITIES:
Gather information and data such as, but not limited to, financial statements, operational reports, industry and market research, and any other data or information required to thoroughly provide the contracted product to the client.
Construct and take ownership of complex financial models utilized to determine the value of ownership interests in healthcare-related entities.
Perform various financial analyses, develop financial models, conduct due diligence, and complete report writing. Review own work and that of teammates to ensure quality of product.
Participate in calls and site visits as necessary and determined by supervisors.
Keep all team members informed of project progress and keep all projects and deliverables on the time schedule established with the client. Immediately inform supervisor if circumstances arise to impede or jeopardize that timeline.
Actively pursue continuing education and certifications such as CFA, NACVA, American Society of Appraisers, Certified Public Accounting, etc.
Desire to become a thought leader within the industry by helping author internal and external content for articles and presentations.
QUALIFICATIONS:
Bachelor's degree in finance or accounting
Acquiring financial modeling experience through university and/or internships
Ability to work independently with minimum supervision. Attention to detail and ability to review personal work and peers' work.
Excellent written and oral communication skills. Ability to present ideas in a business-friendly language and tailor formal and informal communications to the audience. Ability to build consensus both internally and externally.
Ability to work independently with minimum supervision. Attention to detail and ability to review personal work and peers' work.
Excellent written and oral communication skills. Ability to present ideas in a business-friendly language and tailor formal and informal communications to the audience. Ability to build consensus both internally and externally.
Client-oriented work ethic and excellent interpersonal skills. Ability to build and manage relationships with key clients to ensure the success of each engagement.
Excellent collaboration and team orientation skills.
Desire to contribute thought leadership to engagements and organizational knowledge while working with a variety of personalities at all levels, both internally and externally.
Tenacity, intellectual curiosity, and a drive for continuous improvement.
Proficient in Microsoft Office; strong knowledge Excel, Word and PowerPoint
Attention to Detail
Travel - May be required up to 5%