Big Data Quality must always be verified to ensure that data is safe, accurate, and complete. Data is moved through multiple IT platforms or stored in Data Lakes. The Big Data Challenge: Data often loses its trustworthiness because of (i) Undiscovered errors in incoming data (iii). Multiple data sources that get out-of-synchrony over time (iii). Structural changes to data in downstream processes not expected downstream and (iv) multiple IT platforms (Hadoop DW, Cloud). Unexpected errors can occur when data moves between systems, such as from a Data Warehouse to a Hadoop environment, NoSQL database, or the Cloud. Data can change unexpectedly due to poor processes, ad-hoc data policies, poor data storage and control, and lack of control over certain data sources (e.g., external providers). DataBuck is an autonomous, self-learning, Big Data Quality validation tool and Data Matching tool.
Learn more

Mentornity is mentoring and coaching program software for organizations that run structured programs and need to show what came of them.
It covers the full cycle. Participants enrol and are matched by an algorithm that scores every possible pair against weighted criteria the program defines, discarding pairs that fail a mandatory rule; administrators approve suggestions individually or in bulk, assign by hand, or open a mentor pool and let participants choose. Mentors publish availability, mentees book within it, sessions sync to Zoom, Microsoft Teams or Google Meet, and reminders go out automatically before and after each meeting.
Measurement runs alongside rather than after. Surveys and forms can be scheduled at any point in a cycle, and a program health score tracks participation, meeting frequency and completion against each program's own targets, flagging programs that drift before the cycle ends. Certificates are issued automatically on completion.
Each program runs under its own branding on its own domain, with role-based access and six interface languages. Free for up to 10 users with no expiry and every feature enabled; paid plans start at $289 per month and scale by participant count.
Running mentoring programs since 2015.
Learn more
WinPure Clean & Match
Clean & Match, WinPure's award winning data cleansing and data matching software suite is designed to improve the accuracy of consumer or business data. This software suite can be used to clean, correct, and deduplicate mailing lists, spreadsheets, CRMs, and databases.
WinPure™, Clean & Match will save your business money and time.
* Increase accuracy of any list, spreadsheet, database, CRM, etc.
* Windows software is locally installed so you don't have to worry about security. All processing takes place on your own systems.
* Use built-in phonetic and fuzzy match algorithms to save hours cleaning duplicate records from your databases or lists.
* Low-cost licences with World Class Support & Training.
* Free Demo with Live Online Training Available
Learn more
Match Data Pro
Match Data Pro is a sophisticated tool for managing data quality that aims to integrate, cleanse, analyze, match, eliminate duplicates, and consolidate records from various files, databases, and systems with remarkable efficiency and accuracy. It features cutting-edge AI-enabled fuzzy matching and adjustable rule-based logic to identify duplicates and inconsistencies within extensive datasets, assisting users in correcting errors, standardizing formats, and generating trustworthy golden records without the need for coding expertise. The tool also offers extensive data profiling with essential metrics to identify quality concerns prior to processing, robust data cleansing functionalities for normalizing and standardizing information, along with address verification features that enhance accuracy. Furthermore, Match Data Pro is equipped with Senzing AI entity resolution and customizable matching algorithms to accommodate minor data variations, ensuring high-performance processing capable of scaling up to millions of records. Additionally, it facilitates project job automation through scheduling, reusable rules, and seamless API integrations, making it a comprehensive solution for effective data management.
Learn more