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Data Wrangling Market to Expand by USD 1.49 Billion from 2024-2028, Benefits of Data Wrangling Solutions Drive Revenue, Report on AI-Redefined Market Landscape – Technavio

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NEW YORK, Nov. 7, 2024 /PRNewswire/ — Report with market evolution powered by AI – The global data wrangling market  size is estimated to grow by USD 1.49 billion from 2024-2028, according to Technavio. The market is estimated to grow at a CAGR of  14.8%  during the forecast period. Numerous benefits provided by data wrangling solutions is driving market growth, with a trend towards rising need of technology in healthcare sector. However, lack of awareness of data wrangling tools among smes  poses a challenge.Key market players include Altair Engineering Inc., Alteryx Inc., Dataiku Inc., DataRobot Inc., Dell Technologies Inc., eXalt Solutions Inc., Hitachi Ltd., Ideata Analytics, Impetus Technologies Inc., Innovative Routines International (IRI) Inc., International Business Machines Corp., Medallia Inc., Microsoft Corp., Oracle Corp., Rapid Insight Inc., SAS Institute Inc., Teradata Corp., TIBCO Software Inc., Wipro Ltd., and Zoho Corp. Pvt. Ltd..

AI-Powered Market Evolution Insights. Our comprehensive market report ready with the latest trends, growth opportunities, and strategic analysis- View Free Sample Report PDF

Forecast period

2024-2028

Base Year

2023

Historic Data

2018 – 2022

Segment Covered

Sector (BFSI, Government and public sector, Healthcare, and Others) and Geography (North America, Europe, APAC, Middle East and Africa, and South America)

Region Covered

North America, Europe, APAC, Middle East and Africa, and South America

Key companies profiled

Altair Engineering Inc., Alteryx Inc., Dataiku Inc., DataRobot Inc., Dell Technologies Inc., eXalt Solutions Inc., Hitachi Ltd., Ideata Analytics, Impetus Technologies Inc., Innovative Routines International (IRI) Inc., International Business Machines Corp., Medallia Inc., Microsoft Corp., Oracle Corp., Rapid Insight Inc., SAS Institute Inc., Teradata Corp., TIBCO Software Inc., Wipro Ltd., and Zoho Corp. Pvt. Ltd.

Key Market Trends Fueling Growth

The healthcare sector encounters numerous challenges, such as managing disease outbreaks and enhancing operational efficiency. With an influx of daily data, including patient details, medical history, treatment records, and payment information, healthcare organizations require solutions to prepare, clean, and format this data for insightful analysis. Data wrangling plays a vital role in this process by transforming raw data into structured formats. During the COVID-19 pandemic, data wrangling tools became essential for cleaning and organizing patient data, enabling quick decision-making. As healthcare adopts advanced technologies like AI and machine learning, the demand for data wrangling solutions increases, as these technologies rely on clean, structured data for accurate predictions and insights. The growing focus on personalized medicine and patient-centric care necessitates integrating diverse data sources, further emphasizing the importance of data wrangling for managing complexity and improving decision-making, patient outcomes, and healthcare system efficiency. As healthcare data volume expands, data wrangling’s role in driving innovation and quality care will continue to grow, positively impacting the market’s growth during the forecast period. 

In today’s digital world, businesses are generating and collecting massive amounts of data. This data needs to be processed and transformed into valuable insights to drive business growth. Trends like digital transformation, big data analytics, and e-commerce are leading the charge in data usage. Data integration, structuring, and transformation are key areas of focus for professional services and consulting firms. Data security is paramount, with encryption, access controls, and data protection laws ensuring data privacy. Technology hubs are emerging as centers for innovation in data munging, information mapping, and enterprise mobility. Industries like healthcare, telecommunications, financial services, and insurance are leveraging cloud solutions for data analysis. Data quality, edge computing, and financial services are also seeing significant investment. Anomalies in data require attention, with cloud-based analytics and data lineage tools helping to identify and address them. Metadata management, data cataloging, and data cleaning are essential for data unification and self-service data preparation. Big data, digitalization, finance, IoT devices, smart cities, and life sciences are all driving the need for data analysis tools. Data loss prevention is a critical concern, with firms investing in solutions to mitigate risk. Overall, the data wrangling market is thriving, with innovation and growth expected to continue. 

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Market Challenges

•         Data wrangling refers to the process of extracting valuable insights from raw data using advanced technologies like machine learning and big data analytics. Small and medium-sized enterprises (SMEs) primarily use conventional Extract, Transform, Load (ETL) tools due to their user-friendly interface and affordability. However, these tools lack the necessary functionality for SMEs to fully adopt data wrangling technology, limiting its growth potential. Moreover, in developing countries such as China and India, where there is a high concentration of businesses, the lack of awareness about data wrangling techniques among SMEs will hinder market expansion during the forecast period.

•         In today’s business world, managing data effectively is crucial for success. However, data wrangling presents several challenges for organizations. These include information mapping to connect data from various sources, enterprise mobility to access data on-the-go, ensuring data quality, and implementing edge computing for real-time analysis. Industries like financial services, insurance, and life sciences face unique data challenges. Cloud solutions offer scalability and flexibility, but data loss and security are major concerns. Data analytics tools help make sense of big data, but data lineage, metadata management, and data cataloging are essential for maintaining data accuracy. Self-service data preparation is important for enabling business users, while AI and machine learning require data cleaning and unification. Data management, data preparation, and real-time analysis are key for IT and telecom, while data governance is crucial for large enterprises and SMEs alike. IoT devices and smart cities generate vast amounts of data, requiring multi-cloud strategies and hybrid cloud solutions. Data analytics is the end goal, but data loss, data security, and data privacy are ongoing challenges that must be addressed.

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Segment Overview 

This data wrangling market report extensively covers market segmentation by

Sector 1.1 BFSI1.2 Government and public sector1.3 Healthcare1.4 OthersGeography 2.1 North America2.2 Europe2.3 APAC2.4 Middle East and Africa2.5 South America

1.1 BFSI-  The BFSI sector’s reliance on data wrangling has grown significantly due to the digitization of services and the resulting generation of large volumes of data. Data wranglers optimize operational processes and provide insights to agents for effective online customer interaction. They reduce data preparation time by more than 15 times, enabling a 360-degree client view. With massive data generation, proper management is crucial to prevent unwanted events like data breaches. The Royal Bank of Scotland, serving over 30 million customers globally, uses data wranglers to extract insights from unstructured data, particularly web chats. These factors are driving the demand for data wrangling solutions in the BFSI sector, ensuring secure and efficient data management.

Download complimentary Sample Report to gain insights into AI’s impact on market dynamics, emerging trends, and future opportunities- including forecast (2024-2028) and historic data (2018 – 2022) 

Research Analysis

The Data Wrangling Market is experiencing significant growth due to the increasing volume, variety, and velocity of data being generated across industries. Data loss and theft continue to be major concerns, driving the need for data management and security solutions. Artificial intelligence and machine learning are revolutionizing data analysis by automating data preparation and enabling real-time analysis. Cloud-based solutions and multi-cloud strategies are becoming increasingly popular for data management, offering flexibility and scalability. Data munging, information mapping, and data cleaning are essential data preparation tasks for ensuring data quality. Finance, insurance, and IoT devices are generating massive amounts of data, making data unification and self-service data preparation crucial. Big data and real-time analysis are transforming industries like finance and smart cities, requiring edge computing to process data at the source. Data analytics is at the heart of these trends, enabling businesses to gain valuable insights and make informed decisions.

Market Research Overview

The Data Wrangling Market is experiencing significant growth due to the increasing demand for Artificial Intelligence (AI) and Machine Learning (ML) applications in Data Analytics. Businesses are focusing on Data Management and Preparation to derive valuable insights from their data. Real-time analysis is becoming essential for Large Enterprises and SMEs in IT and Telecom, Finance, Healthcare, Telecommunications, E-commerce, and other sectors. On-premises and Cloud-based solutions are popular for Data Management, with Multi-cloud strategies and Hybrid cloud gaining traction. Data Security and Governance are top priorities, with Digital Transformation driving the adoption of Big Data Analytics, Data Integration, and Data Transformation. Data Structuring, Professional Services, and Consulting are crucial for Data Encryption, Access Controls, and Data Protection Laws. Technology hubs are investing in Data Analytics Tools and Edge Computing to support Digitalization and IoT devices. Data Quality, Anomalies, and Cloud-based Analytics are key areas of focus, along with Data Lineage, Metadata Management, Data Cataloging, Data Cleaning, and Data Unification. Self-service Data Preparation and Big Data are transforming industries such as Life Sciences, Finance, and Insurance. Data Loss prevention is a growing concern, with a need for advanced Data Analytics and AI-driven solutions. The market is expected to continue growing, driven by the increasing importance of Data in the Digital Age.

Table of Contents:

1 Executive Summary
2 Market Landscape
3 Market Sizing
4 Historic Market Size
5 Five Forces Analysis
6 Market Segmentation

SectorBFSIGovernment And Public SectorHealthcareOthersGeographyNorth AmericaEuropeAPACMiddle East And AfricaSouth America

7 Customer Landscape
8 Geographic Landscape
9 Drivers, Challenges, and Trends
10 Company Landscape
11 Company Analysis
12 Appendix

About Technavio

Technavio is a leading global technology research and advisory company. Their research and analysis focuses on emerging market trends and provides actionable insights to help businesses identify market opportunities and develop effective strategies to optimize their market positions.

With over 500 specialized analysts, Technavio’s report library consists of more than 17,000 reports and counting, covering 800 technologies, spanning across 50 countries. Their client base consists of enterprises of all sizes, including more than 100 Fortune 500 companies. This growing client base relies on Technavio’s comprehensive coverage, extensive research, and actionable market insights to identify opportunities in existing and potential markets and assess their competitive positions within changing market scenarios.

Contacts

Technavio Research
Jesse Maida
Media & Marketing Executive
US: +1 844 364 1100
UK: +44 203 893 3200
Email: media@technavio.com
Website: www.technavio.com/

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SOURCE Technavio

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Achieve named to Az Business Magazine’s ’10 Best Places for Women to Work in Arizona’ for 2026

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Recognition highlights the company’s commitment to creating opportunities for women to grow and lead

SAN MATEO, Calif., July 23, 2026 /PRNewswire/ — Achieve, the leader in digital personal finance, has been named among the 2026 10 Best Places for Women to Work in Arizona by Az Business Magazine. The annual recognition highlights organizations that create supportive environments where women can thrive professionally, advance into leadership roles and build meaningful careers.

The honor reflects Achieve’s ongoing investment in workplace programs that support employee growth, flexibility, leadership development and career advancement. Women serve in leadership roles across the organization and play a critical role in shaping the company’s culture, products and long-term success.

“Creating an environment where women can grow, lead and build rewarding careers is central to who we are as a company,” said Achieve Senior Vice President of Human Resources Heather Marcom. “We’re honored to be recognized among Arizona’s top workplaces for women and remain committed to fostering a culture where employees feel supported, valued and empowered to do their best work.”

Achieve maintains a major corporate presence in the Phoenix area, where hundreds of employees contribute to the company’s mission of helping people move from struggling to thriving financially. The company supports employees through leadership development opportunities, employee resource groups, mentorship and learning programs designed to help team members reach their professional goals.

The recognition adds to a growing list of workplace honors for Achieve. Earlier this year, the company was named among the Top 3 Best Workplaces for LGBTQ+ Employees by BestCompaniesAZ and was also recognized by AZ Big Media as one of Arizona’s Most Admired Companies.

“Strong organizations are built by diverse perspectives and inclusive leadership,” said Marcom. “We’re proud of the talented women across Achieve who help drive our business forward every day and grateful for the impact they make on our employees, customers and communities.”

The 10 Best Places for Women to Work in Arizona list is determined through a public voting process conducted by AZ Big Media and published in Az Business magazine.

About Achieve

Achieve, THE digital personal finance company, helps everyday people get on, and stay on, the path to a better financial future. Achieve pairs proprietary data and analytics with personalized support to offer personal loanshome equity loans, debt relief and debt consolidation, along with financial tips and education and free mobile apps: Achieve MoLO® (Money Left Over) and Achieve GOOD™ (Get Out Of Debt). Achieve is frequently recognized for providing top-rated customer experience and satisfaction by both consumers and leading personal finance review platforms and has 2,200 dedicated teammates across the country, with hubs in Arizona, California, Florida and Texas.

Achieve refers to the global organization and may denote one or more affiliates of Achieve Company, including Achieve.com, Equal Housing Opportunity (NMLS ID #138464); Achieve Home Loans, Equal Housing Opportunity (NMLS ID #1810501); Achieve Personal Loans (NMLS ID #227977); Freedom Debt Relief (NMLS ID # 1248929); and Freedom Financial Asset Management (CRD #170229).

Contacts

Austin Kilgore
akilgore@achieve.com
214-908-5097

Elina Tarkazikis
etarkazikis@achieve.com

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SOURCE Achieve

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National Press Club Statement on the withdrawal of subpoenas targeting New York Times journalists

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WASHINGTON, July 23, 2026 /PRNewswire/ — National Press Club President Mark Schoeff Jr. released the following statement:

“The Justice Department’s decision to withdraw subpoenas targeting journalists at The New York Times is a welcome and necessary step to protect the public’s constitutional right to an independent press.

These subpoenas should never have been issued in the first place. Compelling journalists to reveal confidential sources sends a chilling message to those who seek to inform the public and threatens the very foundation of press freedom.

Every American should understand what is at stake when the government turns its investigative powers on journalists. It is not routine. It is an extraordinary intrusion that strikes at the heart of the First Amendment and your right to information about your government.

The greatest danger was not the subpoenas themselves, but the message they sent: That sources could be exposed, that whistleblowers should remain silent, and that the American people might know less about the actions of their own government.

A strong democracy depends on a press that can report freely, hold power to account, and inform the public without intimidation.

We urge continued vigilance to ensure that journalists can do their jobs without interference and that protections for source confidentiality are upheld consistently.”

About the National Press Club

Founded in 1908, the National Press Club is the world’s leading professional organization for journalists and a leading voice for press freedom in the U.S. and worldwide.

Contact: Beth Francesco, Executive Director of the National Press Club Journalism Institute, media@press.org

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SOURCE National Press Club

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NCC Launches NCC Connect™ to Put Credit, Fraud, and Compliance Inside the CRM Dealers Already Use

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A powerful new solution that embeds credit access, fraud detection, and compliance directly into the dealership’s existing CRM — removing the system-switching that slows deals and exposes dealers to risk.

AUSTIN, Texas, July 23, 2026 /PRNewswire-PRWeb/ — NCC, a leading provider of credit and compliance solutions for automotive dealerships, today announced the launch of NCC Connect™, a powerful platform that runs credit, fraud, and compliance from inside the CRM a dealership already uses — without friction or duplicate entry.

“Dealers don’t need another system to log into,” said Brian Skutta, President and CEO of NCC. “They need the tools they already have to work better together. NCC Connect puts credit, fraud detection, and compliance right where the team already works — inside the CRM they use every day.”

“Dealers don’t need another system to log into,” said Brian Skutta, President and CEO of NCC. “They need the tools they already have to work better together. NCC Connect puts credit, fraud detection, and compliance right where the team already works — inside the CRM they use every day.”

As deals grow more complex and fraud more sophisticated, dealers are juggling more disconnected systems than ever — the CRM, the credit system, the compliance tools — switching between them on every transaction. Each switch breaks momentum, invites a skipped step, and slows the path to funding. NCC Connect meets this moment with a single, seamless solution that keeps the full credit, fraud, and compliance engine right where the team already works.

Why NCC Connect Matters Right Now

Dealers lose time and margin switching between the CRM, credit, and compliance systems on every dealAuto lending fraud continues to climb, with industry fraud exposure reaching a record $10.4 billion in 2025, according to Point Predictive’s 2026 Auto Lending Fraud Trends ReportState compliance is tightening, with laws like California’s SB 766 (CARS Act) taking effect October 1, 2026Every disconnected step is another chance for an error, a delay, or a deal that stalls before funding

These pressures are forcing dealers to consolidate, and NCC Connect delivers the edge.

Product Highlights:

Inside the CRM — Soft-pull and hard credit access from all three major bureaus — Experian, TransUnion, and Equifax — without leaving the workflowFraud & Identity Built In — Identity verification and synthetic fraud detection delivered within the credit pull, flagging Red Flag conditions before the deal moves to fundingCompliance on Autopilot — FCRA and FTC controls with automatic, audit-ready documentation stored in the deal record99.99% Uptime — The industry’s highest, so the platform is there when a deal is on the desk

NCC Connect runs soft-pull pre-qualifications and hard credit pulls from any bureau or score model without leaving the CRM, while customer data stays inside the existing CRM structure. Every credit, fraud, and compliance result is captured on the deal record — giving dealers a single, audit-ready source of truth and a faster, cleaner path to funding.

NCC Connect extends the same powerful, credit-first engine behind NCC’s Complete Credit™ platform into the CRM where dealers already work. For dealers, that means more approvals, stronger fraud protection, and faster funding, without changing how the team works.

Learn more about NCC Connect at https://nccdirect.com/ncc-connect/

About NCC:

With offices in Austin, TX, Bettendorf, IA, and Las Vegas, NV, NCC has been a trusted partner in credit-driven retailing for automotive dealerships for nearly three decades. We combine a powerful credit and compliance engine with a fully integrated Desking platform to drive maximum profitability. Our focus on innovation, user-friendly products, and dependable systems — supported by a dedicated account management team — has solidified our reputation as a leader in the industry. www.nccdirect.com

Media Contact

Holly Smith, NCC, 1 8285732722, hsmith@nccdirect.com, https://nccdirect.com/

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SOURCE NCC

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