Experience in ETL tools for data extraction and manipulation (e.g., Alteryx, etc.) * Experience designing and storytelling via data visualization (e.g., Tableau, Power BI, Excel Charts, etc.
Experience in ETL tools for data extraction and manipulation (e.g., Alteryx, etc.) * Experience designing and storytelling via data visualization (e.g., Tableau, Power BI, Excel Charts, etc.
Sr. BI Commercial Data Analyst
Weston, FL · On-site
Leverage Azure Data Lake to extract, transform, and analyze large volumes of data to support reporting and analytical needs * Support additional data analytics projects across the commercial team as ...
Sr. BI Commercial Data Analyst
Weston, FL · On-site
Leverage Azure Data Lake to extract, transform, and analyze large volumes of data to support reporting and analytical needs * Support additional data analytics projects across the commercial team as ...
Leverage Azure Data Lake to extract, transform, and analyze large volumes of data to support reporting and analytical needs * Support additional data analytics projects across the commercial team as ...
Leverage Azure Data Lake to extract, transform, and analyze large volumes of data to support reporting and analytical needs * Support additional data analytics projects across the commercial team as ...
Staff Software Engineer- Eng
Sunrise, FL · On-site
Basic Qualifications -8+ years of experience handling database development, BI development, ETL development, and API data integrations including the technical architectures and infrastructure ...
Staff Software Engineer- Eng
Sunrise, FL · On-site
Basic Qualifications -8+ years of experience handling database development, BI development, ETL development, and API data integrations including the technical architectures and infrastructure ...
Duties & Responsibilities: ● Working in SQL Server Management Studio, Kibana, and other database management tools to view and extract data. ● Working in an ETL tool to extract and transform data ...
Duties & Responsibilities: ● Working in SQL Server Management Studio, Kibana, and other database management tools to view and extract data. ● Working in an ETL tool to extract and transform data ...
Implement Extract, Transform, Load (ETL) workflows that facilitate data interoperability across cloud and on-premises environments. * Manage schema alignment, metadata tagging, and data governance to ...
Implement Extract, Transform, Load (ETL) workflows that facilitate data interoperability across cloud and on-premises environments. * Manage schema alignment, metadata tagging, and data governance to ...
Data Integration Specialist
Doral, FL · On-site
Implement Extract, Transform, Load (ETL) workflows that facilitate data interoperability across cloud and on-premises environments. * Manage schema alignment, metadata tagging, and data governance to ...
Data Integration Specialist
Doral, FL · On-site
Implement Extract, Transform, Load (ETL) workflows that facilitate data interoperability across cloud and on-premises environments. * Manage schema alignment, metadata tagging, and data governance to ...
Data Engineer
Miami, FL · On-site
$109K - $131K/yr
Design, build, and maintain robust ELT/ETL pipelines ingesting data into BigQuery. * Configure and extend Fivetran connectors ; develop custom connectors when required. * Develop and maintain dbt ...
Data Engineer
Miami, FL · On-site
$109K - $131K/yr
Design, build, and maintain robust ELT/ETL pipelines ingesting data into BigQuery. * Configure and extend Fivetran connectors ; develop custom connectors when required. * Develop and maintain dbt ...
Data Engineer
Aventura, FL · On-site
$109K - $131K/yr
The ideal candidate has a strong background in ETL, big data technologies, and cloud services, with a proven ability to drive complex projects from concept to production. Primary Responsibilities ...
Data Engineer
Aventura, FL · On-site
$109K - $131K/yr
The ideal candidate has a strong background in ETL, big data technologies, and cloud services, with a proven ability to drive complex projects from concept to production. Primary Responsibilities ...
Data Engineer
$109K - $131K/yr
The ideal candidate has a strong background in ETL, big data technologies, and cloud services, with a proven ability to drive complex projects from concept to production. Primary Responsibilities ...
Data Engineer
$109K - $131K/yr
The ideal candidate has a strong background in ETL, big data technologies, and cloud services, with a proven ability to drive complex projects from concept to production. Primary Responsibilities ...
Implement, extract, transform, load (ETL) workflows that facilitate data interoperability across cloud and on-premises environments. * Manage schema alignment, metadata tagging, and data governance ...
Quick apply
Implement, extract, transform, load (ETL) workflows that facilitate data interoperability across cloud and on-premises environments. * Manage schema alignment, metadata tagging, and data governance ...
Experience in Data Warehouse Integration with ETL knowledge and should be able to resolve data discrepancy issues while tracing back thru ETL and source systems. * Experience in end to end process ...
Quick apply
Experience in Data Warehouse Integration with ETL knowledge and should be able to resolve data discrepancy issues while tracing back thru ETL and source systems. * Experience in end to end process ...
Implement, extract, transform, load (ETL) workflows that facilitate data interoperability across cloud and on-premises environments. * Manage schema alignment, metadata tagging, and data governance ...
Implement, extract, transform, load (ETL) workflows that facilitate data interoperability across cloud and on-premises environments. * Manage schema alignment, metadata tagging, and data governance ...
Data Integration Specialist
Doral, FL · On-site
Shall implement Extract, Transform, Load (ETL) workflows that facilitate data interoperability across cloud and on-premises environments. * Shall manage schema alignment, metadata tagging, and data ...
Data Integration Specialist
Doral, FL · On-site
Shall implement Extract, Transform, Load (ETL) workflows that facilitate data interoperability across cloud and on-premises environments. * Shall manage schema alignment, metadata tagging, and data ...
Sr Systems Engineer
Miami, FL · On-site
$99K - $136K/yr
Design and implement data extraction methods including batch, incremental, and change data capture (CDC) approaches * Develop data transformation and cleansing workflows ensuring validation, quality ...
Sr Systems Engineer
Miami, FL · On-site
$99K - $136K/yr
Design and implement data extraction methods including batch, incremental, and change data capture (CDC) approaches * Develop data transformation and cleansing workflows ensuring validation, quality ...
Sr Systems Engineer
Miami, FL · On-site
$99K - $136K/yr
Design and implement data extraction methods including batch, incremental, and change data capture (CDC) approaches * Develop data transformation and cleansing workflows ensuring validation, quality ...
Sr Systems Engineer
Miami, FL · On-site
$99K - $136K/yr
Design and implement data extraction methods including batch, incremental, and change data capture (CDC) approaches * Develop data transformation and cleansing workflows ensuring validation, quality ...
Lead Data Analyst
Miami, FL · On-site
* Focus on PowerBI, SQL, ETL. Retrieving Data & Analyzing. * Looking for 2-5years of exp not more than that * This position will focus on building scalable analytics solutions, developing predictive ...
Quick apply
Lead Data Analyst
Miami, FL · On-site
* Focus on PowerBI, SQL, ETL. Retrieving Data & Analyzing. * Looking for 2-5years of exp not more than that * This position will focus on building scalable analytics solutions, developing predictive ...
Data Engineer
Miami, FL · On-site
$109K - $131K/yr
... robust ETL processes to integrate structured and unstructured data from diverse sources. • Ensure high data quality through cleaning, validation, and transformation techniques. • Lead the ...
Data Engineer
Miami, FL · On-site
$109K - $131K/yr
... robust ETL processes to integrate structured and unstructured data from diverse sources. • Ensure high data quality through cleaning, validation, and transformation techniques. • Lead the ...
Sr Systems Engineer
Miami, FL · On-site
$99K - $136K/yr
Design and implement data extraction methods including batch, incremental, and change data capture (CDC) approaches * Develop data transformation and cleansing workflows ensuring validation, quality ...
Sr Systems Engineer
Miami, FL · On-site
$99K - $136K/yr
Design and implement data extraction methods including batch, incremental, and change data capture (CDC) approaches * Develop data transformation and cleansing workflows ensuring validation, quality ...
Sr Systems Engineer
Miami, FL · On-site
$99K - $136K/yr
Design and implement data extraction methods including batch, incremental, and change data capture (CDC) approaches * Develop data transformation and cleansing workflows ensuring validation, quality ...
Sr Systems Engineer
Miami, FL · On-site
$99K - $136K/yr
Design and implement data extraction methods including batch, incremental, and change data capture (CDC) approaches * Develop data transformation and cleansing workflows ensuring validation, quality ...
Data Extraction information
What are the typical daily responsibilities for someone working in data extraction?
Professionals in Data Extraction typically spend their days gathering data from a variety of sources—such as databases, websites, or documents—using specialized tools or scripts. They are responsible for cleaning, formatting, and validating this data to ensure accuracy and consistency before delivering it to analysts or other stakeholders. Collaborating with data analysts, IT teams, and business units is common to clarify data requirements and resolve any discrepancies. Most roles involve a mix of independent technical work and teamwork, with some positions requiring regular reporting or documentation of data extraction processes.
How to become a data extraction?
What are the key skills and qualifications needed to thrive in data extraction, and why are they important?
To excel in Data Extraction, candidates should have strong analytical skills, attention to detail, and a background in data management or computer science. Experience with extraction tools and programming languages such as SQL, Python, R, or ETL platforms, as well as familiarity with data governance standards, is often required. Strong organizational, problem-solving, and communication skills help professionals handle complex datasets and collaborate effectively across teams. These competencies ensure accurate, efficient data retrieval and support informed business decisions.
What is a data extraction?
A Data Extraction job involves collecting and retrieving data from various sources, such as databases, documents, websites, and APIs. This data is then transformed, cleaned, and structured for analysis or storage. Professionals in this role use tools like SQL, Python, or web scraping technologies to automate the process. Data extraction is essential for businesses to gain insights, make data-driven decisions, and streamline operations.

Deloitte rating
8.2
Based on 92 frontline employees who took The Breakroom Quiz
45th of 150 rated financial services
Job description
Our Deloitte Strategy & Transactions team helps guide clients through their most critical moments and transformational initiatives. We offer comprehensive end-to-end support and advisory services, covering areas such as mergers and acquisitions (M&A), valuation modeling, cost optimization, restructuring, business design and transformation, infrastructure and real estate, and sustainability. The team works closely with clients at every stage of their journey, helping them navigate challenges in complex and highly regulated environments, avoid financial pitfalls, and implement practical solutions before, during, and after major transformational projects or transactions creating lasting impact.
Recruiting for this role ends on 08/25/2026.
Work you'll do:
As a Manager, Strategy, Growth, and Transformation on the M&A team, you will be a key member serving client M&A deal teams through gathering, analyzing, validating, and normalizing transactional, commercial, and operational data (e.g., product-level sales, claims data, rebate and chargeback data, inventory, pipeline, and customer/channel data) to develop and test hypotheses for a given M&A deal.
You will work as part of cross-functional teams providing financial, accounting, operational and commercial due diligence, bringing your skills to the M&A deal to manage and analyze the data in regulated life sciences and healthcare environments and utilize your visual analytics skills to tell a compelling story of our findings around revenue quality, pricing realization, reimbursement exposure, and operational performance.
You will be using business intelligence tools and your data analytic skillset to provide meaningful insights to our clients that are crucial to their deal investment hypothesis. You will leverage your client service skillset directly interacting with C-suite and private equity executives providing advice on some of the most critical aspects of the M&A transactions within various industries.
- Coordinate with client business and IT personnel to identify, collect and validate transactional and operational data within highly regulated environments
- Assess revenue quality, payer mix, reimbursement exposure, and contract dynamics within healthcare services and medical products businesses
- Design and develop visualizations and dashboards that deliver crucial financial and operational buy and sell-side insights
- Analyze financial & key performance indicator deal data for trends and outliers
- Directly advise clients
Team members collaborate with other transaction service analytics professionals, members of the deal teams and clients to produce analyses within fast-paced transaction deadlines. This is not a 'back-office' position; this is front-line client interaction with significant opportunity for growth and advancement.
- You will also lead and mentor a team of consultants, fostering professional development, promoting collaboration, and establishing clear expectations when working together towards client deliverables on projects.
A successful candidate would possess these skills:
- Ability to work independently and collaborate as part of a team
- Effective written and verbal communication skills
- Meticulous attention to detail and quality of work product
- Ability to build and sustain professional relationships
- Ability to lead projects or workstreams
- Ability to manage and prioritize multiple tasks in a fast-paced and dynamic environment
- Strong interpersonal skills and professional demeanor
- Ability to meet deadlines
- Ability to mentor and provide clear guidance to others
The team
An in-depth understanding of the M&A landscape, market experience, and access to our global network of advisors means we have the capabilities to help clients confidently pursue strategic transactions in both domestic and global markets - this includes managing the entire M&A lifecycle.
Working with our clients to develop growth strategies based on their organizational goals, our services are designed to help clients be prepared to capitalize on opportunities during the merger, acquisition or divestiture process in environments with complex pricing, reimbursement, regulatory, and supply chain considerations.
Qualifications
Required:
- Bachelor's Degree in Accounting, Finance, Mathematics, Statistics, Economics or similar
- Minimum 5 years of experience analyzing large datasets
- Experience analyzing or managing accounting, financial or transactional data
- Strong understanding of multiple business cycles (e.g., Order-to-cash revenue cycle, procurement, Supply Chain, Inventory, etc.)
- Demonstrated knowledge of business analytics and relational database concepts
- Experience leveraging AI tools to extract and visualize insights from large data sets
- Experience in ETL tools for data extraction and manipulation (e.g., Alteryx, etc.)
- Experience designing and storytelling via data visualization (e.g., Tableau, Power BI, Excel Charts, etc.)
- Ability to travel up to 20%, on average, based on the work you do and the clients and industries/sectors you serve
- Limited immigration sponsorship may be available
Preferred:
- Prior experience at a large or mid-size consulting firm focused on finance or accounting services
- Minimum of 2+ years of experience managing teams in a consulting environment
- Strong working knowledge of data structures and database design
- Knowledge of how to use programming languages for data analyses: SQL, Python, R or other languages
- Experience presenting recommendations to senior executive stakeholders
- Master of Business Administration or similar degree
- CPA, CA certification
The wage range for this role takes into account the wide range of factors that are considered in making compensation decisions including but not limited to skill sets; experience and training; licensure and certifications; and other business and organizational needs. The disclosed range estimate has not been adjusted for the applicable geographic differential associated with the location at which the position may be filled. At Deloitte, it is not typical for an individual to be hired at or near the top of the range for their role and compensation decisions are dependent on the facts and circumstances of each case. A reasonable estimate of the current range is $141,200 to $278,300.
You may also be eligible to participate in a discretionary annual incentive program, subject to the rules governing the program, whereby an award, if any, depends on various factors, including, without limitation, individual and organizational performance.
Qualifications:Our Deloitte Strategy & Transactions team helps guide clients through their most critical moments and transformational initiatives. We offer comprehensive end-to-end support and advisory services, covering areas such as mergers and acquisitions (M&A), valuation modeling, cost optimization, restructuring, business design and transformation, infrastructure and real estate, and sustainability. The team works closely with clients at every stage of their journey, helping them navigate challenges in complex and highly regulated environments, avoid financial pitfalls, and implement practical solutions before, during, and after major transformational projects or transactions creating lasting impact.
Recruiting for this role ends on 08/25/2026.
Work you'll do:
As a Manager, Strategy, Growth, and Transformation on the M&A team, you will be a key member serving client M&A deal teams through gathering, analyzing, validating, and normalizing transactional, commercial, and operational data (e.g., product-level sales, claims data, rebate and chargeback data, inventory, pipeline, and customer/channel data) to develop and test hypotheses for a given M&A deal.
You will work as part of cross-functional teams providing financial, accounting, operational and commercial due diligence, bringing your skills to the M&A deal to manage and analyze the data in regulated life sciences and healthcare environments and utilize your visual analytics skills to tell a compelling story of our findings around revenue quality, pricing realization, reimbursement exposure, and operational performance.
You will be using business intelligence tools and your data analytic skillset to provide meaningful insights to our clients that are crucial to their deal investment hypothesis. You will leverage your client service skillset directly interacting with C-suite and private equity executives providing advice on some of the most critical aspects of the M&A transactions within various industries.
- Coordinate with client business and IT personnel to identify, collect and validate transactional and operational data within highly regulated environments
- Assess revenue quality, payer mix, reimbursement exposure, and contract dynamics within healthcare services and medical products businesses
- Design and develop visualizations and dashboards that deliver crucial financial and operational buy and sell-side insights
- Analyze financial & key performance indicator deal data for trends and outliers
- Directly advise clients
Team members collaborate with other transaction service analytics professionals, members of the deal teams and clients to produce analyses within fast-paced transaction deadlines. This is not a 'back-office' position; this is front-line client interaction with significant opportunity for growth and advancement.
- You will also lead and mentor a team of consultants, fostering professional development, promoting collaboration, and establishing clear expectations when working together towards client deliverables on projects.
A successful candidate would possess these skills:
- Ability to work independently and collaborate as part of a team
- Effective written and verbal communication skills
- Meticulous attention to detail and quality of work product
- Ability to build and sustain professional relationships
- Ability to lead projects or workstreams
- Ability to manage and prioritize multiple tasks in a fast-paced and dynamic environment
- Strong interpersonal skills and professional demeanor
- Ability to meet deadlines
- Ability to mentor and provide clear guidance to others
The team
An in-depth understanding of the M&A landscape, market experience, and access to our global network of advisors means we have the capabilities to help clients confidently pursue strategic transactions in both domestic and global markets - this includes managing the entire M&A lifecycle.
Working with our clients to develop growth strategies based on their organizational goals, our services are designed to help clients be prepared to capitalize on opportunities during the merger, acquisition or divestiture process in environments with complex pricing, reimbursement, regulatory, and supply chain considerations.
Qualifications
Required:
- Bachelor's Degree in Accounting, Finance, Mathematics, Statistics, Economics or similar
- Minimum 5 years of experience analyzing large datasets
- Experience analyzing or managing accounting, financial or transactional data
- Strong understanding of multiple business cycles (e.g., Order-to-cash revenue cycle, procurement, Supply Chain, Inventory, etc.)
- Demonstrated knowledge of business analytics and relational database concepts
- Experience leveraging AI tools to extract and visualize insights from large data sets
- Experience in ETL tools for data extraction and manipulation (e.g., Alteryx, etc.)
- Experience designing and storytelling via data visualization (e.g., Tableau, Power BI, Excel Charts, etc.)
- Ability to travel up to 20%, on average, based on the work you do and the clients and industries/sectors you serve
- Limited immigration sponsorship may be available
Preferred:
- Prior experience at a large or mid-size consulting firm focused on finance or accounting services
- Minimum of 2+ years of experience managing teams in a consulting environment
- Strong working knowledge of data structures and database design
- Knowledge of how to use programming languages for data analyses: SQL, Python, R or other languages
- Experience presenting recommendations to senior executive stakeholders
- Master of Business Administration or similar degree
- CPA, CA certification
The wage range for this role takes into account the wide range of factors that are considered in making compensation decisions including but not limited to skill sets; experience and training; licensure and certifications; and other business and organizational needs. The disclosed range estimate has not been adjusted for the applicable geographic differential associated with the location at which the position may be filled. At Deloitte, it is not typical for an individual to be hired at or near the top of the range for their role and compensation decisions are dependent on the facts and circumstances of each case. A reasonable estimate of the current range is $141,200 to $278,300.
You may also be eligible to participate in a discretionary annual incentive program, subject to the rules governing the program, whereby an award, if any, depends on various factors, including, without limitation, individual and organizational performance.
Education:Bachelor's DegreeEmployment Type: