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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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Lubbock Plastic Surgeon Dr. Thanapoom Boonipat Leads Suturing Workshop for Texas Tech Women in STEM Premed Students

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Suturing workshop

LUBBOCK, Texas, Oct. 25, 2026 /PRNewswire/ — Dr. Thanapoom “Mo” Boonipat, plastic surgeon and founder of FacePlus Plastic Surgery Institute in Lubbock, led a hands-on suturing workshop and career Q&A session for premed students at Texas Tech University. The event was organized by Women in STEM at Texas Tech University.

During the workshop, students practiced suturing fundamentals on suture pads using surgical instruments, with Dr. Boonipat demonstrating technique and coaching students individually. The session also included an open discussion about the path to a career in medicine, including medical school, residency training, and choosing a surgical specialty.

“Every surgeon remembers the first time they held a needle driver. Giving premed students that experience early — along with honest answers about the road ahead — can make the path into medicine feel real and reachable. I was glad to spend the afternoon with such motivated students.” — Dr. Thanapoom Boonipat

“Organizations like Women in STEM do important work connecting young women with mentors and hands-on experience in fields where they are still underrepresented, including surgery. FacePlus is proud to support that effort here in our own community in Lubbock.” — Dr. Thanapoom Boonipat

Women in STEM is a Texas Tech University student organization that supports women pursuing undergraduate and graduate studies in science, technology, engineering and mathematics. Events like this connect students with practicing professionals and give them early, practical exposure to clinical skills.

Dr. Boonipat is a plastic and craniofacial surgeon. His training includes an integrated plastic surgery residency at Mayo Clinic and a craniofacial, maxillofacial, and facial aesthetics fellowship at Chang Gung Memorial Hospital in Taiwan, following medical school at Dartmouth and undergraduate study in biomedical engineering at Johns Hopkins. He founded FacePlus Plastic Surgery Institute in Lubbock in 2024.

About FacePlus Plastic Surgery Institute:
FacePlus Plastic Surgery Institute is a plastic surgery practice in Lubbock, Texas, founded by Thanapoom Boonipat, MD. The practice provides cosmetic and reconstructive plastic surgery, including facial, breast, and body procedures, serving patients in Lubbock and across West Texas. For more information, visit facepluspsi.com.

Media Contact:
FacePlus Plastic Surgery Institute
moboonipatmd@facepluspsi.com
(806) 503-2090
Lubbock, Texas

Press Release Service provided by 24-7PressRelease.com

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SOURCE FacePlus Plastic Surgery Institute

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Vantrue Announces Early Black Friday Sale with Up to 44% Off Select Dash Cams

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November 1–21, 2026 | Official Website: Vantrue.com

SHENZHEN, China, Oct. 25, 2026 /PRNewswire/ — Vantrue, a dash cam brand dedicated to helping drivers capture the road with confidence, is launching its three-week Black Friday campaign from November 1 to November 21, 2026. The event brings together discounts of up to 44% on selected dash cams, a 100% win-rate prize wheel for subscribers, and exclusive bidding events, giving drivers multiple ways to discover and save on Vantrue products.

Every Eligible Spin Wins a Prize

The Black Friday excitement starts with Vantrue’s 100% win-rate spin wheel. Visitors can subscribe through the official website and spin for a chance to receive exciting rewards, including the latest Vantrue dash cams, special prize bundles, and other surprises. Each subscriber is eligible for one spin during the campaign.

Black Friday Deals in Two Waves

Vantrue’s Black Friday offers will roll out in two waves, featuring discounts on selected dash cams for everyday drivers, rideshare professionals, and those looking to upgrade their in-car recording setup.

Wave 1: November 1–10, 2026

Vantrue E1 Lite: 36% off — $69.99 (regular price: $109.99)
 Vantrue N2X: 36% off — $159.99 (regular price: $249.99)
 Vantrue N4S: 44% off — $199.99 (regular price: $359.99)
 

Wave 2: November 11–21, 2026

Vantrue E1 Pro S: 35% off — $129.99 (regular price: $199.99)
 Vantrue N5S: 36% off — $293.99 (regular price: $459.99)
 Vantrue N4 Pro S: 40% off — $279.99 (regular price: $469.99)
 

Exclusive Bidding Events Add More Excitement

In addition to the promotional pricing, Vantrue will host two special bidding events, offering participants another way to pursue selected dash cams at competitive prices.

BID #1: November 5–7, 2026 — Bid on featured products for a chance to secure them at a lower price.BID #2: November 12–14, 2026 — Return for another opportunity to bid on premium models.

With multiple ways to participate throughout the three-week event, Vantrue’s Black Friday campaign combines savings, interactive rewards, and special shopping opportunities in one destination.

Join Vantrue’s Black Friday Event

From November 1 through November 21, 2026, drivers can explore the latest offers, take part in the prize wheel, and join the bidding events through Vantrue’s official website.

Visit https://www.vantrue.com/ for campaign details and product offers.

About Vantrue

Founded in 2015, Vantrue is a leading global dash cam brand dedicated to providing intelligent, reliable, and user-centric driving solutions. With a focus on innovative technology, dependable performance, and user-friendly design, Vantrue develops dash cams for everyday drivers, families, and professionals on the road. Committed to helping drivers capture every journey with greater confidence and peace of mind, Vantrue continues to innovate to make every drive safer and every moment worth capturing.

Media Contact
Vantrue Media Relations
Email: support@vantrue.net
Website: https://www.vantrue.com

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SOURCE Vantrue

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LexisNexis Coplogic Solutions Introduces Field Clarity for LexisNexis® Desk Officer Reporting System (DORS) at IACP 2026

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A new, modern DORS and Field Clarity, the First AI-Guided Smartphone Video Assistant, Enhances Community Experience and Helps Improve Evidence, Case Building

ORLANDO, Fla., Oct. 25, 2026 /PRNewswire/ — LexisNexis® Coplogic™ Solutions today announced its modernized LexisNexis® Desk Officer Reporting System (DORS) community online reporting solution and the addition of DORS with Field Clarity, an AI-guided video assistant designed to improve field documentation accuracy and enable faster resolution by law enforcement agencies (LEAs). Field Clarity is designed to help community members submit reports to their local LEAs using DORS via intuitive step-by-step instructions. A hands-on experience for DORS with Field Clarity will be available for demonstration during the 2026 International Association of Chiefs of Police (IACP) annual conference.

“Agencies generally look to strategic partners like us not just for technology, but also for relief, reinforcement, and credibility across three tightly connected challenges: public expectation, workforce strain and digital evidence overload,” said Jason LaRue, associate vice president, LexisNexis Coplogic Solutions. “Our modernized LexisNexis Desk Officer Reporting System (DORS) helps agencies improve officer safety along with community member experiences. Field Clarity strengthens video evidence quality and digital evidence management to reduce friction and alleviate strain on a challenged workforce.”

Key Highlights
Integrated into LexisNexis® Desk Officer Reporting System (DORS), Field Clarity is the first AI-Guided video assistant for community member online reporting that:

Transforms data capture from passive intake into intelligent, guided capture to help create more positive officer and civilian mobile-first experiencesDrives more accurate field documentation, evidence and case building to help with faster resolution and enhanced public safetyBenefits civilians submitting reports with intuitive, step-by-step instructions, almost like having a digital assistant with them in real timeBenefits officers by bringing video, photos and scanned data together for a clearer picture of an event without the need to track down additional details

How the DORS with Field Clarity Solution Works
DORS allows each law enforcement agency to collect information directly from civilians on more than 200 incident types based on the needs of their community. DORS and Field Clarity make the filing of an online report experience easier by guiding users intuitively through each step of the process on their smartphone device, similar to having a personal digital assistant. Instead of asking a driver, for example, to fill out forms and guess what’s needed, the Field Clarity conversational interface prompts them to scan their driver’s license, capture a VIN or record a short walkaround video explaining what happened during the incident, all while capturing the data necessary to complete the report.

For civilians, being able to easily film on-scene evidence means less confusion and need for reentries or follow-up by the sworn officer responsible for approving reports. For officers, the benefits include cleaner, more complete accident reports and less time spent requesting and gathering additional details. With reports fed directly into the agency’s Record Management System (RMS), law enforcement also benefits from more efficient workflows and stronger documented cases for their investigators. DORS is used by nearly 600 agencies in North America, saving agencies approximately 900,000 personnel hours and $90 million annually*

“Trust in law enforcement is built one interaction at a time. Every opportunity for a community member to engage with their police department matters, including something as routine as filing a report,” said Sarah E. Connolly, co-founder of Guardian Communications, FBI-LEEDA instructor and retired Baltimore Police lieutenant and PIO. “When technology makes that process easier, improves the quality of information collected and supports a more responsive agency, it has the potential to do more than improve efficiency. It can help strengthen the relationship between law enforcement and the communities they serve.”

LexisNexis Coplogic Solutions delivers solutions and capabilities that can create a clearer line of sight from the field to law enforcement leadership, strengthening the connection between daily operations, workforce support, data management and community trust. DORS with Field Clarity is available through LexisNexis® Command Center, a single access point to the LexisNexis Coplogic Solutions data and analytics solutions suite, including LexisNexis®  BuyCrash®, LexisNexis® eCrash and LexisNexis® eCitation solutions. Coplogic Solutions also offers Unified Performance Dashboards for crash and citation mapping and illustrated visualizations, which connect field data with contextual insight in a single, coherent view – so law enforcement leaders can better understand and more confidently explain to their communities not just what is happening in near-real time, but also why. 

To speak with Coplogic law enforcement experts about LexisNexis Desk Officer Reporting System (DORS) with Field Clarity and experience the solution firsthand, visit LexisNexis Coplogic Solutions at IACP Booth #941, October 24 – 27, 2026 in Orlando, Florida. To learn more, check out this video: LexisNexis® Desk Officer Reporting System (DORS).

About LexisNexis Risk Solutions
LexisNexis® Risk Solutions provides customers with information-based analytics and decision tools that combine public and industry-specific content with advanced technology and algorithms to assist them in evaluating and predicting risk and enhancing operational efficiency. Headquartered in metro Atlanta, Georgia, the company has offices throughout the world, serves customers in more than 190 countries and territories and is part of RELX. For more information, please visit LexisNexis Risk Solutions.

About LexisNexis Coplogic Solutions
LexisNexis® Coplogic™ Solutions is committed to meeting law enforcement agencies where they are on the road to saving more lives and helping take them where they want to be by delivering an innovative full suite of data sophistication solutions to create workflow efficiencies while delivering world-class crash and citation data and analytics visualizations through advanced technology. Our proven solutions, developed by and specifically for law enforcement, can help agencies operate more effectively, increase services to their communities and improve traffic and overall public safety through electronic, mobile-first authoring capabilities, web-based eCommerce solutions, analytics and more. For more information, please visit risk.lexisnexis.com/Coplogic.

Media Contacts: 
Chaz Abbott
LexisNexis Risk Solutions
chaz.abbott@lexisnexisrisk.com
+1 949.922.1167

*Based on a 2025 LexisNexis Coplogic Solutions internal study

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SOURCE LexisNexis Risk Solutions

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