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What You Don’t Know About Real-Time Data Is Killing You


One of the biggest pitfalls companies can run into when establishing or expanding a data science and analytics program is the tendency to purchase the coolest, fastest tools for managing data analytics processes and workflows, without fully considering how the organization will use these tools. The problem is that companies can spend much more money […]

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Author: Alexander Lovell

Exploring Data Visualization in Three Steps


Data analytics has accompanied me for 15 years already. I started my career as a data analyst in a controlling department immediately following my graduation from the University of West Bohemia; I now work as a data scientist providing consultancy services for a range of different fields. The data analysis itself is the fun part. […]

The post Exploring Data Visualization in Three Steps appeared first on DATAVERSITY.


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Author: Barbora Stetinova

The Metaverse Needs to Prioritize AI


As companies begin to enter the metaverse and shape their activity in the future of the internet, we must look at the fundamental ways by which we’ll connect and interact with each other in this new space. In order to create the connected world that the metaverse is working towards, language and AI-powered translation systems must […]

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Author: Daniela Braga

two person riding on yellow suv and man and woman walking behind it
Data Validation is the first step in the journey to Customer Data Governance

It’s debatable as to which customer data you have is your most valuable but without a doubt, the data that is unique to your business is the most important. It is that data which you are able to rely on to make critical business decisions and engage most comprehensively and effectively with your customers that is certainly likely to be valued far above other data.

It helps to provide a definition of what that unique first-party data really is.

First-party data is the data that you are able to obtain from your prospects, customers and audiences. Typically it is given first-hand by form entries, engagement, calls or transactions.

On one hand, you could think of it as the classic Rolodex entry but these days it is more than likely lurking in your ERP, CRM, CDP or POS system.

Your first-party data may also be present in emails, spreadsheets and of course a CMDM like a Pretectum Customer MDM.

Your first-party data typically carries all the essential information that you need to contact, transact and engage with a given customer or prospect. Over time that data may be enhanced through the addition of measures, insights and indicators related to transactional behaviour, preferences, tastes and engagement. Some of these enhancements may be unique to your business and its direct relationship, others might come from annual data refresh or contact update requests. Some may be inferred.

The reason you have this data is to minimize friction in the engagement and transacting with the customer or prospect. You minimize friction best by personalizing the customer experience every time they engage with your brand, message, people, processes and technologies.

But there is a problem with first-party data, a problem that is inherent in almost all data that is not appropriately managed and which devalues the data. That problem is related to the classical six core data quality dimensions.

  • Accuracy
  • Completeness
  • Consistency
  • Timeliness
  • Validity
  • Uniqueness

You can learn more about these on the web but they are just a handful of the 65 dimensions and subdimensions created by DAMA that flex according to the needs of different industries.

Data Quality dimensions were described by Richard Y. Wang and Diane M. Strong in Beyond Accuracy: What Data Quality Means to Data Consumers. They recognized 15 dimensions. DAMA Internationala not-for-profit, vendor-independent, global association of technical and business professionals dedicated to advancing the concepts and practices of information and data management developed a more elaborate list containing 65 dimensions and subdimensions.

So the first challenge with ensuring that your data is initially, and then continues to be valuable, is ensuring that the data meets some sort of data quality objective. Defining data quality measures and then measuring the quality of your data is the best way to determine if your data is going to be useful.

Pretectum allows you to manage first-party data quality, by allowing you to define the measures of quality upfront before you even add data to your CMDM. When you eventually load or enter that data, the system then informs you of problems and keeps you aware of records that may not be complete or consistent with defined values. Other mechanisms allow you to verify the data against external reference sets to inform you on accuracy or validity as well as uniqueness. All the while, the latest version of the data is served up to you with the ability to examine the change history of the records over time.

The original version of this article is found here

    Self-Serve Advanced Analytics Requires Culture Change


    Small and medium-sized businesses (SMBs) are often challenged to satisfy all the roles and responsibilities in the organization, and most team members wear more than one hat. That feeling of being overstretched is typical of growing businesses and, in an increasingly competitive market with businesses fighting for skilled resources, it is difficult to meet budget […]

    The post Self-Serve Advanced Analytics Requires Culture Change appeared first on DATAVERSITY.


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    Author: Kartik Patel

    How To Set Up Your Data Strategy In 2022


    The modern data stack has been discussed heavily in 2020 and 2021. But what wasn’t discussed enough was how to set up a successful data strategy. Truthfully, to drive value from your data you’re going to need to focus less on modernizing and more on your actual business problems. Driving business value with your data…
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    The post How To Set Up Your Data Strategy In 2022 appeared first on Seattle Data Guy.


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    Author: research@theseattledataguy.com

    Why Automated Data Extraction Matters in the Digital Age


    In today’s fast-paced business world, one of the best ways for a modern enterprise to optimize processes is to rethink how to manage data. Business documents contain vital information for companies, irrespective of their size and industry. As most of these business documents contain unstructured data, automated data extraction has become a go-to option for […]

    The post Why Automated Data Extraction Matters in the Digital Age appeared first on DATAVERSITY.


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    Author: Irfan Gowani

    Solving Three Data Problems with Data Observability


    Data collection, while crucial to the overall functionality and health of a business, does not automatically lead to success. If data processes are not at peak performance and efficiency, businesses are just collecting massive stores of data for no reason. Data without insight is useless, and the energy spent collecting it, is wasted. Effective use […]

    The post Solving Three Data Problems with Data Observability appeared first on DATAVERSITY.


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    Author: Rohit Choudhary

    Optimizing the Cost of Azure Storage


    Microsoft Azure Storage is a cloud-based storage service that provides organizations with a variety of storage solutions. Azure Storage provides: Cloud-based file sharing Message storage NoSQL storage Virtual machine disk storage Highly scalable object storage All storage products offered through Azure Storage are designed for high availability and redundancy. The underlying hardware that supports Azure Storage provides redundancy in […]

    The post Optimizing the Cost of Azure Storage appeared first on DATAVERSITY.


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    Author: Gilad David Maayan

    Small Businesses Reveal The Types of Software That Helped Them Survive 2021
    The post Small Businesses Reveal The Types of Software That Helped Them Survive 2021 appeared first on Capterra.

    Cybersecurity, project management, and human resources software made a huge impact on the survival of small businesses in 2021.

    Every year, Capterra runs a global small business survey that digs into software and tech trends to surface insights that matter to you and your peers.

    Businesses can’t survive without technology, so the stakes for software purchases are high. The overwhelming number of different technologies, vendors, and available options means that business leaders run the risk of making the wrong decision without the right information.

    Our survey gives business decision-makers a look behind the curtain at what kinds of software their peers and competitors are investing in today—insights that can be critical in guiding your next software purchase.

    We polled 500 small and midsize businesses (SMBs) that have been in operation for at least 12 months and have no more than 500 full-time employees currently on staff to ask about the software they purchased in 2021. We also asked about the kinds of challenges they were trying to solve, and what their experiences with researching and purchasing software involved. Based on our survey results, we identified three types of software that all businesses should have in their toolkit:

     

    In this report, we’ll explore each of these types of software, their top industry adopters, and the challenges they can help you solve.

    IT management and cybersecurity

    In our survey, we asked businesses what types of software they purchased in 2021, and IT management and cybersecurity was the top choice with 46% of businesses saying they invested in this tech last year.

    Data breaches and cyberattacks are increasing year over year, and the cost of such data vulnerabilities is growing right along with them.

    Gartner predicts that cyber-physical system (CPS) attacks (including things such as insurance and litigation fees, compensation, fines, and loss of business) could cost businesses worldwide as much as $50 billion by 2023. What’s more, Gartner believes that 75% of CEOs will be held personally liable for CPS incidents by 2024.

    According to our survey, the average cost of IT management and cybersecurity software varied in 2021. Of businesses that purchased these tools, almost half (48%) spent at least $10,000 or as much as $75,000.

    Bar graph that shows the investment value for cybersecurity and IT management software in 2021

    Top IT management and cybersecurity software adopters by industry

    Our survey found three industries that adopted IT management and cybersecurity software more than any others: Information technology, healthcare, and financial services.

    bar graph that shows top industries that purchased IT management and cybersecurity software
    1

    Information technology

    The IT industry makes sense as the top adopter of IT management and cybersecurity software. Businesses that identified themselves as part of this industry in our Small Business Software Buying Trends Survey* included software vendors and service providers (e.g., data processing, consulting, and system integration).

    With the sheer amount of data these businesses handle—and the fact that service providers are handling that data on behalf of other businesses—protecting themselves from any type of data loss is critical.

    2

    Healthcare

    The healthcare industry is also facing an increased threat to their data these days, which is especially dangerous as such businesses hold protected health information and could face additional fines due to HIPAA laws in the event of a breach.

    Add to this the fact that remote patient monitoring tools are gaining popularity, and you have a perfect storm of data vulnerabilities that healthcare organizations are right to want to protect themselves from.

    3

    Financial services

    Financial service providers such as retail and commercial banks, investment or brokerage firms, and wealth management firms all have a keen interest in protecting their data.

    Many small businesses handle their own finances via accounting software or even Excel spreadsheets, which leaves them open to human error or software vulnerabilities. When it comes to financial institutions dealing with other people’s money, there’s really no room for error.

    Small businesses can take additional steps beyond purchasing IT management and cybersecurity software to protect themselves and their data. These resources lay out those steps, and more.

    Project management

    The value of finding tools to help with time and task management has increased dramatically since the onset of the pandemic and the subsequent increase of remote work, which explains why so many of our survey respondents purchased new project management software in the past year.

    According to a Capterra survey from July 2020, 84% of employees are moderately or completely satisfied with remote work, but that statistic has to come hand-in-hand with the recognition that a heavier workload doesn’t equal a more productive employee. You can’t fill more work into the free time that remote employees gain by not having a commute to the office and still expect the best results. Gartner reports that employees function best when their workloads are between 70% and 80% of their total bandwidth.

    This is why knowing the true availability of employees and assigning the right workload to optimize effectiveness and productivity isn’t easy to do. Enter project management software.

    Top project management software adopters by industry

    1

    Information technology

    Once again, the IT industry is the leading adopter for one of businesses’ must-have software systems in the past year. With the number of tasks and deadlines IT teams face on any given project, it’s no wonder so many are looking for solutions to help them manage their time and to-do lists.

    Collaboration is also a huge element in any software developer or IT management organization, which makes certain project management tools that have collaboration or communication features ideal.

    2

    Manufacturing

    With the current global supply chain issues we’re facing, manufacturing organizations cannot risk delays caused by miscommunication or error. That’s one big reason so many turned to project management software in 2021.

    Project management software tends to fall into one of three categories:

    • Collaborative: Allowing multiple people to work on one project together
    • Top-down: Allowing one person to work on a project at a time
    • Integrated: Allowing multiple departments within an organization to work on the same project

    Because of these options, different manufacturers may need different project management solutions to gain full control over their workflow.

    3

    Financial services

    As we brace for the prospect of another recession, financial institutions will face increased scrutiny when it comes to managing their businesses. This makes completing projects on time and successfully a huge priority for all types of financial service providers.

    To prepare for that (and to better manage tasks in the meantime), many such institutions have adopted PM software in the past 12 months.

    Project management is not unique to any one industry, and every business can benefit from the tools provided with this type of software. To learn more about project management, increasing productivity, and how to prepare for the future, check out these reports:

    Human resource or learning management systems

    Finally, our survey found that a third of small businesses across the world purchased human resource (HR) software or a learning management system (LMS) in 2021. In the midst of “The Great Resignation,” that’s to be expected.

    Employees hold a lot of power in today’s climate (and are gaining even more), and that makes finding and retaining qualified workers a massive challenge for businesses. One way to combat the massive turnover companies are now dealing with is by addressing toxic workplace culture, which is a leading cause of “The Great Resignation.”

    According to a recent Capterra survey, transitioning to a remote workplace can be just the thing to solve this. We found that 70% of HR leaders had fewer complaints about toxic workplace behavior after they transitioned to hybrid or remote work.

    Top Human Resource and LMS software adopters by industry

    Top industries that bought HR and LMS software
    1

    Financial services

    Banks are no exception to the rule that keeping employees happy is a top priority, and creating a hybrid workforce is one way this industry can do that. While making such a major change to the way employees work can be daunting, there are plenty of technologies and tools within the realm of HR software that make this simple.

    Video conferencing software can easily facilitate client meetings, employee monitoring software can ensure teams are staying productive, and engagement tools can keep your team focused and invested in your goals.

    2

    Healthcare

    The healthcare industry has been hit hardest by the pandemic and an unprecedented increase in employee burnout, which makes taking care of healthcare workers a moral imperative for their employers.

    Considering the challenges employees are facing today, Capterra predicts that 30% of businesses will have a dedicated chief wellbeing officer to manage employee mental health by 2030. In the meantime, businesses can look into tools such as corporate wellness software and employee advocacy software to help their workforce overcome burnout.

    3

    Manufacturing

    The current health crisis is not the only alarming issue we’re facing—global supply chain shortages are taking a huge toll on manufacturing employees as well. As this is one industry where remote or hybrid work isn’t an ideal or feasible option, providing the most-desired employee benefits is the best approach for manufacturers.

    Keep learning to keep thriving

    Knowledge is power, and arming yourself with as much as you can empowers you to make the best business decisions. And we’ve got more knowledge to offer.

    Explore more research, how-to guides, and business trends on Capterra’s blogs, which are sorted by industry to help you find the most relevant information and stay up-to-date with your field.


    Methodology

    * Capterra’s 2021 Small Business Software Buying Trends study was conducted to identify the software buying behaviors of small and midsize business (SMB) owners in the past 12 months.

    The research was conducted online from August through October 2021 among 500 respondents from the U.S., Canada, Spain, France, and Germany, and from SMBs with revenue of less than $250 million and with two to 499 employees. Respondents were screened for their involvement in software purchasing decisions. Those who were group leaders/members or had significant influence qualified for the study.


    The post Small Businesses Reveal The Types of Software That Helped Them Survive 2021 appeared first on Capterra.


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    Author: Lisa Hedges

    16 Internal Data Management Best Practices


    In today’s digital world, data is undoubtedly a valuable resource that has the power to transform businesses and industries. As the saying goes, “data is the new oil.” However, in order for data to be truly useful, it needs to be managed effectively. This is where the following 16 internal Data Management best practices come […]

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    Author: Anas Baig

    What Can Artificial Intelligence Do for Me?


    Douglas Adams once said, “We are stuck with technology when what we really want is just stuff that works.” It’s true. We can throw around all kinds of new terms and technologies, but people just want solutions they can rely on.  However, for data guys like me, we like to know that it works, but […]

    The post What Can Artificial Intelligence Do for Me? appeared first on DATAVERSITY.


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    Author: Patrick Carpenter

    Data Warehouses Are Failing SaaS Apps: Why HTAP Databases Provide a Better Fit


    As remote work continues to boom, enterprises are seeing increasing demand for SaaS products. SaaS apps are data-intensive, generating and accessing massive volumes of data in real time. Because of that, most organizations build SaaS apps on data warehouses instead of HTAP databases. For one, since SaaS apps operate on larger volumes of data, data warehouses […]

    The post Data Warehouses Are Failing SaaS Apps: Why HTAP Databases Provide a Better Fit appeared first on DATAVERSITY.


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    Author: Fadi Azhari

    Effective Data Storytelling


    “The ability to effectively communicate and telling a story with data is no longer a luxury in today’s economy; it is a necessity.”In today’s show, we dive into the steps to provide effective data storytelling, dashboard versus a data story, insight versus observation, the importance of the narratives, colors, and emotions, and how to avoid […]

    The post Effective Data Storytelling appeared first on LightsOnData.


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    Author: George Firican

    5 Alternatives To Fivetran


    Photo by Victoriano Izquierdo on Unsplash Companies that are serious about using raw data for business intelligence need some way to centralize and control that data. Many of them are using specialized vendor products to do so. Fivetran is one choice for getting all of that data wherever it resides and centralizing it in an…
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    The post 5 Alternatives To Fivetran appeared first on Seattle Data Guy.


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    Author: research@theseattledataguy.com

    How to Build Data Governance Programs That Last: A Business-First Approach


    Data analytics and AI play an increasingly pivotal role in most modern organizations. To keep those initiatives on track, enterprises must roll out Data Governance programs to ensure data integrity, compliance, and optimal business value. Data Governance has become a fundamental element of success, a key to establishing the data integrity framework in any business. The […]

    The post How to Build Data Governance Programs That Last: A Business-First Approach appeared first on DATAVERSITY.


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    Author: Emily Washington

    What Makes a Data Element Critical? The Story of the CDE
    There are always new terms being introduced in the data world. While newfangled terms like “data mesh” and “data fabric” require lengthy descriptions, the term “critical data element” or CDE is easier to explain. But… as the name implies, CDEs are critical – not only to data management, data governance, and data quality success, but […]


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    Author: Robert S. Seiner

    Inmon Architecture Versus Kimball Architecture – Revisited
    Introduction We are living in the age of a data revolution, and more corporations are realizing that to lead—or in some cases, to survive—they need to harness their data wealth effectively. The data warehouse, due to its unique proposition as the integrated enterprise repository of data, is playing an even more important role in this […]


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    Author: Sakthi Rangarajan

    Data Governance Bottom-Up Approach is Alive
    Top Down vs. Bottom Up Have you heard the terms “top-down” or “bottom-up” associated with approaches to Data Governance? If so, do you think top down is the only way to execute your Data Governance Program? Well think again… A top-down approach to Data Governance is usually driven by regulations, audits, compliance or it’s a […]


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    Author: Jennifer Griffis

    Big Data Analytics is Advertisers’ Best Weapon
    Consumers’ digital footprint is increasing in the personalized era of Advertising and Marketing, and Big Data Analytics will help businesses achieve high customer retention rate. Big data has become a buzzword in today’s competitive era. It is a valuable asset that transforms the relationship between business and their customers. Recent advancements in big data technology […]


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    Author: Muhammad Jazib Khan

    Data Value Chain: Enterprise Data Management (EDM) Framework (Lego Version)
    Data driven organizations are innovating faster than ever. Data Science program maturity and processes enablement is one of the reasons why we see solutions like asset allocation, campaign management, agent effectiveness, customer churn, price forecasting and predictive equipment maintenance as some recent go to market “data products or data services”. In this column, I will […]


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    Author: Karan Dhawal

    5 Trends Driving Profitable Business Transformation


    In today’s post-pandemic business world, only one thing is certain: change.  For companies, this puts a bigger onus than ever before on agility, adaptability, and flexibility. It also means companies need to step out of their comfort zones and try new approaches and methods. Companies will need to implement new methodologies and tools to support […]

    The post 5 Trends Driving Profitable Business Transformation appeared first on DATAVERSITY.


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    Author: Ian Stendera

    Data Quality Dimensions Are Crucial for AI


    As organizations digitize customer journeys, the implications of low-quality data are multiplied manyfold. This is a result of new processes and products that are springing up. Since the data from such processes is growing, data controls may not be strong enough to ensure the data is qualitative. That’s where Data Quality dimensions come into play. […]

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    Author: Tejasvi Addagada