Use Data Quality and Data Insight Tools to Avoid ‘Bad Data’

Use Data Quality and Data Insight Tools to Avoid ‘Bad Data’

When a business sets out to initiate data democratization and improve data literacy, it must choose the right approach to business intelligence and select an augmented analytics product that is self-serve, intuitive, easy to implement and easy for business users to embrace. Transitioning business users into the role of a Citizen Data Scientist can be challenging.

By some estimates, bad data costs global organizations more than five trillion USD annually, and at the enterprise level, the quality of data can be a burden on IT, analysts and business users and acceptance of bad data can be inherent in business processes.  Improving the overall quality of data increases confidence in decisions, reporting, strategies and the adoption of dependable analytical models across the organization.

Data Analytics Tools with Data Quality and Data Insight Features Assures Confident Decisions

When a business implements Data Quality, Data insight and Data Quality Management tools and techniques it can establish a comprehensive process with a solid set of tools to identify errors, enhance data quality, and boost productivity. Business users can leverage intuitive tools to uncover hidden insights and improve the overall quality of data with actionable recommendations to take prompt action.

Benefits:

  • Ease-of-Use and intuitive tools for business users and team members – no technical skills required
  • Improved accuracy and dependability of data for confident decision-making
  • Data Quality supported by statistics and machine learning to assure credibility
  • Improved data insight without delays or re-work
  • Assured agility and decentralization of analytics
  • Consistency of data quality and availability
  • Improved User Adoption

Data insight takes data to the next level by providing comprehensive data analysis and quality assurance features that empower business analysts and users to quickly and easily identify errors, enhance data quality, and boost productivity. The business can harness the power of statistics and machine learning to uncover those crucial nuggets of information that drive effective decision, and to improve the overall quality of data. This approach allows users to let the system do the work for them and make confident decisions.

A foundational augmented analytics solution with machine learning, natural language processing and automation within an advanced analytics solution suite can improve results and support its team with augmented analytics designed as self-serve solutions for business users. Users can gather and analyze information with assurance of sustained data quality and produce results that are clear and concise.

Advanced data management features ensure data quality and provide crucial data insights with tools like Column Analysis, Feature Importance, Missing Value Analysis and Observations. Tools that support data insight include numerous data quality management techniques. These tools allow users to see and work with datasets in a way that is targeted and provides clear, actionable information for decisions and strategies.

If your business wishes to improve the easy of analytics and Quality Of Its Data and achieve data insight in a timely, dependable manner, find out more by watching this free Smarten Webinar: ‘Improving Data Quality With Data Insights,’ and read our free blog article, ‘Balance Data Quality With Data Agility.’ Explore our Smarten Augmented Analytics Products And BI Tools.

White Paper – The Potential of the Citizen Data Scientist Approach and Augmented Analytics

White Paper – The Potential of the Citizen Data Scientist Approach and Augmented Analytics

Understanding the role of a Citizen Data Scientist and the opportunities provided by this approach is the first step in leveraging the Citizen Data Scientist approach. Engaging a vendor and choosing the right Augmented Analytics Business Intelligence tools, services, training and deployment will ensure success. The prospect of transforming business users into Citizen Data Scientists may seem daunting but, with the appropriate planning and support, and the appropriate Augmented Analytics solution, the initiative can be extremely successful.

Analytics and Citizen Data Scientists Ensure Business Advantage

Fact-Based Analytics and Citizen Data Scientists = Results

So, you want your business users to embrace and use analytics? You want your business to enjoy the benefits of fact-based decision making? You want your business to use the tools of business intelligence to improve market presence, customer satisfaction and team productivity and collaboration?

‘Whether you are trying to solve a business problem, get to the heart of that problem, find a business opportunity, predict the need for resources, new products or locations or understanding changes in your customer buying behavior, you don’t have time to learn complex tools or take training in analytics.’

Gartner has predicted that, ‘a scarcity of data scientists will no longer hinder the adoption of data science and machine learning in organizations.’ And that is the good news. But, if the business is to leverage the potential of analytics within the organization, it must choose the right analytics tools to ensure that business users will adopt analytics in day-to-day tasks.

If your enterprise wishes to transition business users into Citizen Data Scientists and use augmented analytics to gain a competitive advantage, it must provide easy-to-use tools that do NOT require team members to be business analysts or IT professionals – tools that allow users to quickly gather data using self-serve data preparation, using data integrated from disparate data repositories with smart data visualization to view, format and share results that are clear, concise and actionable.

The business market is more competitive than ever and in today’s environment it isn’t enough to simply analyze historical data. To make good business decisions, adjust strategies and forecast and plan, you must use that historical data to plan for the future.

Businesses that can gather data from disparate sources and use historical data to understand trends and patterns and forecast for the future can establish and sustain a competitive advantage and plan more effectively and accurately, avoiding missteps in the market and costly mistakes.

If your business wishes to sustain a competitive advantage, if you as a user wish to advance in your career and build your value to the organization, it is incumbent upon you to embrace the trend of data democratization, data literacy and self-serve, augmented analytics.

For Competitive Advantage, Enable Citizen Data Scientists with Augmented Analytics

Today, augmented analytics and smart data discovery make it easier for business users, data scientists, IT staff and the organization to benefit from fact-based decision-making, collaboration, data literacy and the ability to easily, gather, integrate and analyze data.

Whether you are trying to solve a business problem, get to the heart of that problem, find a business opportunity, predict the need for resources, new products or locations or understanding changes in your customer buying behavior, you don’t have time to learn complex tools or take training in analytics.

What you need are apps and solutions that allow you to ask easy questions in your own words and receive guidance and recommendations on how to best visualize and present your data and what techniques to use to gain the most insight.

Use a simple low-code, no-code analytics platform and augmented analytics and BI tools designed for business users with real-world business cases to find answers and solve problems. You can untangle quality and maintenance issues, refine customer targeting and marketing optimization, make appropriate financial investment decisions, and even use external data to analyze trends and patterns and make forecasts and predictions, helping users and the business to achieve success in industries and businesses like retail, pharmacy and wellness, insurance, manufacturing, government and public sector, utilities, and other industries.

‘If your enterprise wishes to transition business users into Citizen Data Scientists and use augmented analytics to gain a competitive advantage, it must provide easy-to-use tools that do NOT require team members to be business analysts or IT professionals.’

To find out more about how to ensure Return on Investment (ROI) and Total Cost of Ownership (TCO) results, gain a competitive market advantage, and enable user adoption, read our free White Paper, ‘A Roadmap To ROI And User Adoption Of Augmented Analytics And BI.’ Explore The Benefits of our Augmented Analytics And BI ToolsContact Us. Keep pace with changing enterprise needs and support business agility. Let us help you realize your business goals and objectives with fact-based information, and flexible, scalable technology solutions that will support Citizen Data Scientist initiatives, and improved data literacy and data democratization.

Case Study: Elegant MicroWeb Case Study – Offshore Development for US, Asia and European Global Supermarket Chain

The Client is a global discount grocery and supermarket chain headquartered in Germany, with locations in over thirty (30) countries spanning Europe, the U.S., and Asia. The Client is known for its cost-efficient model, private-label products, and no-frills shopping experience, and offers high-quality goods at lower prices.

Minimum Viable Products Enable Swift Start-Up and Product Insight

The MVP Approach Improves Start-Up Apps and Software Products

If your business is a start-up, with a concept for an application, a software product or a website to sell to the public or provide business to business (B2B) or business to consumer (B2C) solutions, you know how challenging it can be to get your product off the ground. It takes a lot of investment, resources and time and, if you miss the mark, if there are gaps in your solution, or if you produce a solution with security or compliance issues you will ruin your reputation and your prospective customer base will go elsewhere.

 

‘By working with an IT partner whose team is expert in Minimum Viable Products (MVP), the business can quickly and easily define requirements and develop a product to gain insight and perspective into the market, business assumptions and customers.’

 

Studies reveal that 44% of startups fail because of a shortage of cash flow. That means that your start-up business must jealously guard its investments and spend money wisely. Rapid scale and injudicious expenditure and development results in a 74% failure for those start-ups that expand too rapidly and without the required knowledge of what their customers want and need.

The Author of The Lean startup, Eric Ries, coined the term ‘Minimum Viable Product’ to define product development that incorporates a learning period in which the business can develop a simple, illustrative product with minimal features to test its theories about customer requirements, marketing, user interface, and he market using a short development cycle and minimum investment.

Minimum Viable Products (MVP) Produces Better Business Start-Up Results

Minimum Viable Products (MVP) provide numerous benefits without expensive, time-consuming product development and allow the business to learn from the initiative and invest that learning into the final product, with plans for upgrades, etc.

  • Reduce Risk – The business can avoid the risk of producing a product that suffers from overkill and provides expensive features that customers don’t want or need. It is tempting to add all the bells and whistles but the features your customers want may be very different than what your marketing team and IT team see as the vision.
  • Mitigate Expenses – The business can limit its investment and avoid having to engage and attract investors and funding.
  • Rapid Development – MVPs can be developed very quickly, because they entail only the minimum features and are designed to get customer feedback and to prove technology and functionality theories.
  • Customer Feedback – Customers can see and use the features and provide valuable feedback which helps the business define a final product roadmap and makes customers feel more invested in the process thereby ensuring a better user adoption rate.
  • Marketing and Advertising – The business can hear and incorporate valuable information from customers to define and hone its marketing messages.

 

By working with an IT partner whose team is expert in Minimum Viable Products (MVP), the business can quickly and easily define requirements and develop a product to gain insight and perspective into the market, business assumptions and customers.

  • Create a basic product with the crucial feature set
  • Design and employ a customer feedback loop to incorporate and integrate customer comments and experiences into the final product or iterate future versions
  • Create a product launch without all the fanfare of a final launch and the expense of marketing and advertising to build buzz and customer excitement.
  • Limit initial investment to ensure that the idea works before investing a lot of capital and resources.
  • Better understand pricing strategies and product upgrade schedules.

 

‘Minimum Viable Products (MVP) provide numerous benefits without expensive, time-consuming product development and allow the business to learn from the initiative and invest that learning into the final product, with plans for upgrades, etc.’

 

Explore our expert Minimum Viable Product (MVP) services. Discover our Software Application And Maintenance Services, Software Application Development Services and ongoing technology support. Build Your Software Team using our resources, skills and experience. Our flexible services can provide welcome relief to your busy IT staff, and our core value and benefit to the organization is undeniable. Contact Us to find out more about our Partnerships.

 

Original Post: Minimum Viable Products Enable Swift Start-Up and Product Insight!

Smarten Support Portal Updates – April – 2025!

BI Tools and Augmented Analytics That Ensure User Adoption and ROI

Ensure ROI, TCO and User Adoption with the Right BI Tools

When a business sets out to implement BI tools or self-serve augmented analytics, it must consider the entire technology landscape of the business, the expectations of end-users, the cost of the solution, how easily it can be upgraded and integrated and, well…so much more!

 

‘To ensure user adoption and achieve the ROI and TCO the business deserves, take the time to do the work. Develop requirements, consider the features and functionality of a solution and compare those to your use cases and your user expectations.’

 

Management teams do not take kindly to poor Return on Investment (ROI ) or Total Cost of Ownership (TCO) and if the business has had difficult projects in the past, the next time a software solution is presented for approval, senior managers will remember the challenges and failures of the past!

 

Still, when you are attempting to transition business users into Citizen Data Scientists, there is bound to be some pushback from users and that pushback, combined with senior management concerns can and WILL bring your project to its knees if you do not anticipate and address these concerns.

 

Here are some statistics that will help you to understand the issues faced by businesses in implementing BI tools and analytics:
  • The global BI adoption rate is 26%
  • On average, businesses use at least four different BI tools
  • 97% of the data gathered by businesses is not used
  • 74% of employees express dissatisfaction and are overwhelmed when working with business data

 

In order to assure successful deployment, user adoption, improved Return on Investment (ROI) and Total Cost of Ownership (TCO), the business should include detailed requirements in its solution selection. When choosing a BI tool and augmented analytics solution for your business, one of the most crucial concerns is the features and functionality of the prospective solution and how this solution will meet user and organizational needs. When planning for deployment of BI tools and augmented analytics, the business should take the time to work through a process, ensuring that it has considered what users need and want to ensure user adoption and the ease-of-use and features the solution will provide.
To Achieve User Adoption, ROI and TCO Goals, Select the RIGHT BI Tools and Augmented Analytics
It is important to remember that there are also specific features a business should consider, like embedded BI and easy-to-employ Integration APIs, that will assure user adoption and appropriate ROI and TCO. These considerations will affect how well the solution is received, whether users will adopt it and be satisfied with the selection, and how the investment will perform when considering total cost of ownership (TCO) and return on investment (ROI) when compared to other possible uses of the same investment funding.

 

With this foundation of documented features, services, skills and capabilities, the business can implement, manage, upgrade and support Business Intelligence and Augmented Analytics capacity and growth within the organization.

 

‘When you are attempting to transition business users into Citizen Data Scientists, there is bound to be some pushback from users and that pushback, combined with senior management concerns can and WILL bring your project to its knees if you do not anticipate and address these concerns.’

 

To ensure user adoption and achieve the ROI and TCO the business deserves, take the time to do the work. Develop requirements, consider the features and functionality of a solution and compare those to your use cases and your user expectations. INVOLVE your users and middle managers in planning to understand how and when to deploy the tools and how to support your business users as you transition them into Citizen Data Scientists.

 

To find out more about how to ensure Return on Investment (ROI) and Total Cost of Ownership (TCO) results, and enable user adoption, read our free White Paper, ‘A Roadmap To ROI And User Adoption Of Augmented Analytics And BI.’ To find out more about our Augmented Analytics And BI ToolsContact Us. Keep pace with changing enterprise needs and support business agility. Let us help you realize your business goals and objectives with fact-based information, and flexible, scalable technology solutions that will support Citizen Data Scientist initiatives, and improved data literacy and data democratization.

 

Original Post : BI Tools and Augmented Analytics That Ensure User Adoption and ROI!

Case Study : Augmented Analytics Solution for India Powertrain and Sustainable Solutions Engineering Company!

Augmented Analytics Solution for India Powertrain and Sustainable Solutions Engineering Company

The Client is a prominent engineering company in India, renowned for its extensive history. For over 160 years the Client has delivered bespoke design engineering and precision manufacturing solutions, specializing in enabling seamless motion across industries that include automotive, agriculture, marine, light construction, firefighting, and railways. The Client provides cutting-edge power solutions for critical installations and diverse applications, with expertise in fuel-agnostic engines and precision manufacturing of key engine components. It has expanded offerings in electric power train for mobility and other industrial power applications and a strengthening position in the motion control solutions space with strategic acquisitions, empowering progress across multiple sectors. The Client business is publicly traded on the National Stock Exchange of India (NSE) and the Bombay Stock Exchange (BSE) and a robust distribution network including 200 distributors, 8000 retail stores and 20,000 mechanics across India.

Ensure Success: Engage a Software Partner to Build Your Own Team

Build Your Own Software Team Without Hiring Staff

When your business undertakes a software product or software application project, the in-house team can be overwhelmed. Even if your technology team has the skills to complete a project of this scope, it is nearly impossible to handle day-to-day and strategically planned projects at the same time. BUT, if the business decides to hire an IT consultant, that can be a challenging path as well.

Studies estimate that ‘75% of rapidly growing companies are planning to spend on software this year,’ and that ‘64% of outsourced services are related to software application development.’ If your business wishes to create a software product, a mobile app or a business application, and your team is understaffed or under-skilled, you are not alone. Many businesses are considering expert services to complete their project, and sometimes to support, maintain and upgrade the resulting software solution.

 

‘If you select a service provider that takes a Build Your Own Team approach, you will be assured of appropriate resources, skills and availability to guarantee timely delivery, an integrated approach to the development lifecycle and a focus on YOU as a business client.’

 

When a business needs software and application development help, it is often difficult to find a service provider that will satisfy all business needs and do so in a timely, skilled fashion. If a business chooses the wrong service provider, it is likely to face one or more of the following issues:

  • Cookie-cutter solutions and teams that provide some, but not all, of the skills required to support business needs.
  • Delays in achieving milestones because the right resources are not available at the right time.
  • Inflexible team and resource availability to address changing or evolving requirements leads to uncertain results.
  • Out-of-date or incomplete skillsets.
  • The need to find, interview and select a vendor, sign contracts and establish relationships for each new project.
  • Resource instability. Changes and disruption in the team demand re-training, and result in lost resource skills and project knowledge.
  • Failure to protect Intellectual Property (IP), Data and User Privacy.

When your business considers an offshore outsourcing relationship or a partnership with an IT consulting firm, it must ensure that the vendor offers a full suite of services AND that these services are available on a dedicated basis as and when the project demands a certain skillset or technology team focus.

The Build Your Own Software Team Approach Enables Software Development Without Hiring Staff

Look for references and proven results in the following areas:

  • Timely Project Delivery
  • Detailed Service Level Agreements (SLAs)
  • Cost-Effective Solutions
  • Proven Expertise
  • Team of Skilled, Highly-Trained Developers
  • Efficient Project Management
  • Application Outcomes Aligned with Use Cases and Objectives
  • Minimum Viable Products (MVP) to test features and customer feedback
  • Skills in Low-Code, No-Code Development
  • Experience in cutting edge Artificial Intelligence (AI) solutions
  • Support, maintenance and upgrades
  • 24/7 customer communication
  • A Build Your Own Team approach to ensure availability of appropriate resources

 

‘When your business considers an offshore outsourcing relationship or a partnership with an IT consulting firm, it must ensure that the vendor offers a full suite of services AND that these services are available on a dedicated basis as and when the project demands a certain skillset or technology team focus.’

 

If you select a service provider that takes a Build Your Own Team approach, you will be assured of appropriate resources, skills and availability to guarantee timely delivery, an integrated approach to the development lifecycle and a focus on YOU as a business client.

Build Your Software Team using our resources, skills and experience. Explore our expert Minimum Viable Product (MVP) services. Discover our Software Application And Maintenance Services, Software Application Development Services and ongoing technology support. Our flexible services can provide welcome relief to your busy IT staff, and our core value and benefit to the organization is undeniable. Contact Us to find out more about our Partnerships.

 

Original Post : Ensure Success: Engage a Software Partner to Build Your Own Team!