Best Examples of Qualitative Data

9 Top Examples of Qualitative Data

If you’re starting research or analyzing a critical topic. There’s something that you need to know. Missing it means you’re missing a crucial aspect of your research.

What is it? It’s qualitative data.

It gives in-depth information and insights that might go unnoticed in quantitative data. It won’t be wrong to say that this is the core of creating a robust business strategy.

But this process can be complex. So, how should you make it simpler?

In this article, we’ll discuss some of the best examples of qualitative data that will help you understand more deeply about this topic.

By the end of this article, you’ll get clarity on qualitative data because of comprehensive examples. So, let’s dive into it.

What Is Qualitative Data?

Qualitative data is non-numerical information that describes characteristics, qualities, or attributes. It focuses on the quality, depth, and nuances of data rather than quantifiable measurements.

Qualitative Data is often used to understand and explore human experiences, behaviors, opinions, and emotions. It is typically collected through interviews, direct observations, open-ended questions, surveys, online forum data, and content analysis. It is analyzed to identify:

  • Patterns
  • Themes
  • Insights rather than numerical trends

So, how’s it beneficial for your business?

Basically, this valuable data is used to create campaigns, understand trends, find your target audience’s interests, and much more.

Importance Of Qualitative Data

You might wonder if there are different types of data collection methods. Why should you use qualitative data?

It will give you a wide range of stats that can be used for studies. It tells about the emotions of people and how they are feeling.

It’s the key to identifying insights from text-rich data and then pinpointing subtle patterns, trends, themes, etc.

But is it applicable? Let’s understand it with an example.

A technology company wants to expand its reach, and they decide to create an app for that. They collect qualitative data to ensure the a

pp’s successful launch in the market. How?

The company conducts customer interviews, focus groups, and participant observations. They notice most apps in relevant niches have poor interfaces. This data-driven approach leads to a user-centric design, prioritizing features that align with user preferences.

Not only this, they release the app prototype, get feedback, and make changes based on it.

What are the results of this qualitative data approach?

The result is a highly intuitive and integrated app. The app gets positive product reviews, rapid growth in its user base, and a strong reputation for being user-focused. It shows the importance of qualitative data in achieving business success.

Examples of Qualitative Data

Now that you know what qualitative data is and its importance. Let’s discuss the top 11 examples of this powerful tool.

1. Observational Notes

It is a qualitative method through which you can collect data. This observation can be done with the help of a tool or manually.

In the analysis method, relevant questions are asked about what’s happening in a specific market, area, or research topic. The key point is to let the observer notice things instead of leading them. It’ll help you get better results and collect more accurate data.

Use notes from observations and implement different approaches to enhance digtial customer experience.

2. Semi-structured Interviews

You must have given a job interview where the interviewer asks you different questions. A semi-structured interview is just like that but at a more advanced level.

The interviewer asks informants questions, which leads to open-ended responses.

It’s important because it helps in evaluation because of:

  • Deductive approach
  • Inductive approach

The structure of questions should be well formulated so the user can answer better. Close-ended questions are not used because they add little value to qualitative data collection. That’s why you should have an open-ended questionnaire and understand sentiment analysis. It helps get customer insights, which plays a crucial role in business growth.

3. Open-ended Survey

You must have heard of various surveys even in your local communities. It is a popular method for qualitative data collection. Do you know how it is helpful?

  • Gather information about the experiences of people
  • Measure how perceptions change
  • Understand user preferences

In surveys, options such as agree, disagree, and slightly disagree are often used. But if you want to make it more effective, you can add an option for comments.

But why should you add comments?

It tells you about what issues users are facing and how you resolve them.

4. Participant Diaries

Suppose you’re already noticing a theme or a pattern. But you just want that one piece of evidence to support the theory. What should you do?

You can use participant diaries or journals to check whether dots are matching.

Another way to ensure success is by conducting a thematic analysis. In small study groups and programs, participants are advised to have a diary.

Why?

So they can write their subjective experiences in it. These include positive as well as negative outcomes. Aspects such as communication styles and activities of people are gathered using offline and online communities. 

5. Portfolios Of Evidence

These are more advanced forms of journals. They aren’t used to evaluate just feelings or emotions. Instead, they are used to evaluate complex and technical pieces of work.

This work is later marked, evaluated, and analyzed. Afterward, a score is given because there are right and wrong options. This entire structure becomes qualitative data. However, some scenarios can be different.

Imagine an advertising agency reviewing different creative proposals for a marketing campaign. Each proposal offers a unique approach, and there’s no definitive right or wrong choice.

Instead, they assess the proposals based on factors like creativity, alignment with the client’s objectives, human behaviors, and potential impact. The agency selects the proposal that best meets the project’s criteria.

These are essential records that later become the basis for future project’s approval or disapproval.

6. Concept Maps

Just by the name, you can tell that it involves a visual representation of the ideas of informants and how they are connected. But how’s this formed?

This information is collected from data analysis of ideas, thoughts, and perceptions, which informants usually report.

Deductive reasoning also plays a great role in this. Here’s how.

Information is collected → Qualitative analysis to identify patterns → Tentative hypothesis → Tested further → Theories are made.

Concept maps are widely used in research, decision-making, etc.

7. Case Studies

These involve a deep dive into the information. They usually involve either one case or multiple small cases, but all of them are relevant in one way or another. These are intensive and discuss the depth of change.

From Point A to Point B.

If these are done following a systematic approach, then they generate a high amount of qualitative data. By combining it with different methods, you can draw a clear and comprehensive picture of the topic.

8. Focus Groups

You don’t need 100+ people to conduct focus groups. On a small scale, 6-10 people are fine. These people should discuss the topic most closely related to the theme.

But how’s that helpful for you?

  • Gather authentic information
  • Disapproval of theories
  • Find new things

These have a lot of benefits. They are also used to analyze advice, processes, or techniques effectively.

9. Video Recordings

Qualitative data is also recorded in videotapes, video, or audio recordings. But when is this useful?

It’s useful when showing the video will help people understand better than just explaining everything verbally. In short, you can easily present instead of using pen and paper.

With it, qualitative researchers can also learn more things. They can also observe noise levels, body language, physical environment, and additional context.

10. Document Analysis

In this, written or digital material is analyzed to gain insights into the issue. This document can be:

  • Report
  • Emails
  • Books
  • News reports
  • Social media posts

You might be familiar with analysis of social media posts or strategies to increase engagement, etc. Likewise, there’s a theme set for analysis of every document.

Attorneys and legal professionals often use document analysis to review legal texts, such as court decisions, statutes, and legal contracts.

This method allows them to extract specific information, identify relevant case law, and analyze the language used in legal documents. By doing so, they can build strong legal arguments, make informed decisions, and understand the historical context and legal precedents related to a case.

11. Qualitative Audits

These are done before the project begins and are crucial in scoping. It helps in identifying gaps, improvements, and updates.

By conducting qualitative audits, organizations can address issues and provide the best services to their customers. It also increases customer loyalty.

Advantages Of Qualitative Data

Now it’s time to discuss the advantages of qualitative data so you can decide for yourself if this approach is suitable for your business.

  • Rich Insights: It provides in-depth, context-rich insights into complex phenomena, human experiences, and behaviors that quantitative data may miss.
  • Flexibility: This research is adaptable and can evolve during data collection to capture unexpected findings and adjust research questions.
  • Holistic Understanding: It enables a holistic view of a subject, considering its social, cultural, and historical context.
  • Diverse Perspectives: It allows for exploring diverse perspectives, opinions, and emotions, contributing to a more comprehensive understanding of a subject.
  • Improving Communication: It helps businesses tailor communication and messaging to better resonate with customers’ values and emotions.

Conclusion

Qualitative data is a door through which you can get a deeper understanding of people’s feelings, emotions, experiences, and behavior. But to make it successful, you must implement those valuable insights in your business.

It’s used in almost every sector, whether science, healthcare, business, technology, etc. If you collect the data and then don’t take any action, then all the efforts will go in vain.

It also gives market researchers a strong idea about which direction to proceed. With this powerful tool, you can make your business successful.

Do you know how?

Using qualitative data, you can identify your target audience’s needs, likes, and dislikes and how you can provide them with the best service. However, doing this manually can take a long time.

Then what should you do?

You can use tools like Luminoso to automate the process. Add all the data, and it’ll give you comprehensive information that can set your business on the path to success.

Related Posts

Step into the light

Marketing Analysts

Marketing Analysts develops custom market research solutions to address your important challenges, however complex or routine.

Discover customer needs and occasions with data-driven customer segmentation and clustering features to supercharge your marketing efforts.

Interested in becoming a partner? Contact Us Today!

About This Partnership

We focus on strengthening the connection between brands and their customers by helping you craft more impactful messaging and create more fulfilling products — to engage a target population and persuade them effectively.

We recognize that each study, whether large or small, is unique. Our clients benefit from our custom approach and can take advantage of our full range of resources for every study.

Over the past 30 years, Marketing Analysts has conducted global research with a wide variety of Fortune 500 clients across many categories.

Reveal.ai

Reveal AI enables you to collect rich qualitative data at unprecedented speed & scale. 

Interested in becoming a partner? Contact Us Today!

About This Partnership

Using conversational surveys, you can engage research participants at scale and probe for deeper insights in real-time. Ask open-ended questions and source the rich insights you need to drive business impact, without sacrificing speed or scale.

Austin Advocates With (AAW)

AAW LLC uses evaluation and facilitation as organizational tools for advancing racial justice on an interpersonal and systemic level. We specialize in both internal and externally focused evaluations.

Interested in becoming a partner? Contact Us Today!

About This Partnership

Austin Advocates With (AAW) LLC is a Black and woman-owned small business that provides consulting services in culturally responsive and equitable evaluation (CREE) to organizations seeking to measure their progress in actualizing equity into their culture and impact.

Culturally responsive and equitable evaluation (CREE) is a holistic framework that integrates diversity, equity and inclusion at all stages. Unlike traditional approaches which may ignore them, CREE recognizes the importance of structural, cultural and contextual factors (e.g., historical, social, economic, racial, ethnic, gender) to evaluation.
In embracing a participatory process that centers the individuals most impacted, this approach aims to conduct evaluation not simply for communities, but with them.

Insights Nectar

Insights Nectar helps companies to unlock customer understanding from their data by blending, shaping, and framing multiple data sources, to create a meaningful foundation for actionable insights and improved return on investment (ROI).

Interested in becoming a partner? Contact Us Today!

About This Partnership

Insights Nectar helps companies to unlock customer understanding from their data by blending, shaping, and framing multiple data sources, to create a meaningful foundation for actionable insights and improved return on investment (ROI). Whether business unit, functional team, stakeholder, or individual contributor, they enable businesses to surface actionable insights that drive decision-making, increase profitable sales, and improve operational performance. Insights Nectar guides companies through data purpose, interpretation, and storytelling, helping them win at the intersection of brands, customers, consumers, and digital. Turn your data into a revenue engine by using Insights Nectar, powered by Luminoso.

The Oregon Values and Beliefs Center (OVBC)

The Oregon Values and Beliefs Center (OVBC) is a non-profit organization dedicated to empowering communities in Oregon through independent, inclusive research that represents the diverse voices of all Oregonians.

Interested in becoming a partner? Contact Us Today!

About This Partnership

The Oregon Values and Beliefs Center (OVBC) is a nonpartisan, nonprofit organization dedicated to conducting independent opinion research that captures the diverse perspectives of Oregonians. OVBC’s mission is to empower communities by providing accurate and inclusive research that reflects the voices of all Oregonians, regardless of their background or beliefs. The organization focuses on identifying common ground among the state’s residents to help guide collaborative actions on pressing issues such as economic opportunity, education, social justice, and environmental quality. Through ongoing studies, OVBC informs policymakers, leaders, and organizations, helping them make decisions that align with the values and beliefs of the broader community​.

Bright Data

Bright Data provides web data collection solutions, proxy networks, and AI-powered web scraping tools for comprehensive public web data access.

Interested in becoming a partner? Contact Us Today!

About This Partnership

Bright Data is a web data platform that collects and structures web data at scale.

The robust, AI-assisted platform is used for market intelligence and data-backed decision-making.

Their tools assist in automating data collection and transforming unstructured web data into actionable insights, supporting clients across various industries to leverage public web data effectively for competitive advantage.

Voyage Advisory

Voyage Advisory specializes in enhancing customer experience and process improvements for large-scale enterprises, contact centers, and back office environments. Their services focus on optimizing processes, improving quality, reducing costs, and automating operations to achieve measurable performance improvements.

Interested in becoming a partner? Contact Us Today!

About This Partnership

At Voyage Advisory, we specialize in providing top-tier AI consultancy services tailored to meet the unique needs of our clients. Our expertise spans across various sectors, where we help businesses innovate and grow by leveraging the power of artificial intelligence.

We are experts in comprehensive operational assessments, the development of AI adoption roadmaps, specifically designed for contact centers, back office areas, and the development of customer experience (CX) and employee experience (EX) programs. Our dedicated team is committed to enhancing operational efficiency and driving success through impactful AI solutions.

We are excited to collaborate with Luminoso, combining our strengths to offer even more robust and innovative solutions. Together, we aim to redefine the possibilities of AI-driven transformation.

For more information or to get in touch, visit our website at www.voyageadvisory.com or contact us at info@voyageadvisory.com.

Targa Consulting

A data and analytics leader with 20+ years of experience in the pharmaceutical industry and a passion for business performance management, leveraging expertise in technology and client relations to define and develop innovative and high impact solutions.

Interested in becoming a partner? Contact Us Today!

About This Partnership

Targa Consulting Services, LLC specializes in strategic advisory for data and analytics, combining extensive industry experience with innovative approaches to technology and business intelligence. The firm is led by Jérôme Chabrillat, who has over two decades of experience in the pharmaceutical sector and a track record in leading data and analytics initiatives. Their services encompass developing and articulating data strategies, providing technology advisory, and enhancing data literacy within organizations. Targa Consulting aims to transform data-driven decision-making processes and foster a culture of data fluency in client organizations​.

The firm operates by understanding client needs, defining clear technology requirements, and creating enablement roadmaps to execute the envisioned strategies. They offer solutions that not only aim to accelerate insight and action but also focus on reducing operational costs significantly​.

KAPS GROUP

KAPS Group helps businesses harness the full potential of
unstructured text using Gen AI and text analytics. Whether you’re
starting out, scaling up, or need a managed service partner, our
expert consultants deliver fast, cost-effective solutions tailored to
your needs.

Interested in becoming a partner? Contact Us Today!

About This Partnership

While Gen AI has made waves publicly, enterprises often struggle to derive business value due to issues like hallucinations, lack of transparency, security, bias, and poor training data. Text analytics addresses all these challenges.

Our smarter, safer Gen AI begins by creating semantic resources such as taxonomies and knowledge graphs. These resources are used to automatically tag enterprise content for LLM training sets, and then incorporate into Gen AI
applications through advanced text analytics capabilities. This approach helps to address and mitigate Gen AI’s inherent flaws.

IBM

IBM Consulting’s watsonx practice brings expertise in the generative AI technology stack as well as domain and industry experience that can help accelerate clients’ business transformations

Interested in becoming a partner? Contact Us Today!

About This Partnership

IBM Consulting’s watsonx practice brings expertise in the generative AI technology stack as well as domain and industry experience that can help accelerate clients’ business transformations. In the same way that we established our successful Hybrid Cloud services business built on the Red Hat® OpenShift® platform, IBM Consulting intends to be the leading consulting services provider for watsonx. Businesses are demanding AI that produces accurate and trustworthy results, can scale across clouds, and can be easily adapted to enterprise domains and use cases. Watsonx is designed to help them address those needs. Let’s put AI to work and make the world work better — together.
Smart Insight Logo

Smart Insight

It features capabilities like natural language understanding AI and analytics, allowing for comprehensive data usage across organizations.

Interested in becoming a partner? Contact Us Today!

About This Partnership

Smart Insight, operated by Uchida Yoko Co., Ltd., offers digital transformation (DX) tools like Mµgen. Mµgen integrates various data types, including IoT and big data, and supports visual data integration, AI-driven text analysis, and advanced analytics. It’s designed for quick deployment, reducing data warehouse needs and implementation costs. The tool is used by companies like Toyota, Toshiba, and Yamaha for DX initiatives. It features capabilities like natural language understanding AI and analytics, allowing for comprehensive data usage across organizations.

EDLIGO

EDLIGO has a strong track record, with customers successfully using our platform in more than twenty countries, boasting more than 2 million users, and filing 17 patents. In 2023, EDLIGO was recognized as one of Germany’s top three most innovative mid-sized companies in software.

Interested in becoming a partner? Contact Us Today!

About This Partnership

EDLIGO GmbH is a leading company specializing in AI-powered Talent Analytics. EDLIGO offers an advanced, AI-powered comprehensive Talent Analytics solution for data-driven talent management, workforce planning, project staffing, competency management, employee experience, and retention management. We believe that employees are lifelong learners, so we have built a comprehensive solution that empowers organizations to master all aspects of talent management, including learning and development, with data and AI to drive the highest business impact.

Zyte

Zyte is a leader in web scraping services, offering advanced data extraction tools and proxy solutions to power business data needs efficiently and reliably.

Interested in becoming a partner? Contact Us Today!

About This Partnership

Zyte provides a comprehensive web data platform, specializing in extracting and delivering structured web data at scale. They offer solutions like AI-powered automatic extraction, cloud hosting for crawlers, and a proxy manager for seamless data scraping.

Zyte’s services are beneficial for businesses needing large-scale, reliable web data for market research, competitive analysis, and data-driven decision-making.

Their tools cater to various data types including e-commerce products, job postings, news articles, and real estate listings, ensuring high-quality data extraction.

Salesforce

Salesforce is a leading CRM provider, offering a unified platform for sales, service, marketing, and customer engagement, integrated with AI for enhanced business growth.

Interested in becoming a partner? Contact Us Today!

About This Partnership

Salesforce provides a comprehensive CRM platform, integrating sales, service, marketing, and customer experience tools.

Their AI-driven approach ensures efficient data handling, personalized customer interactions, and streamlined operations.

The platform benefits businesses of all sizes by enhancing customer relationships, improving sales productivity, and enabling effective marketing strategies.

Salesforce’s solutions are adaptable across various industries, helping companies achieve growth and operational excellence.

RainFocus

RainFocus offers a comprehensive platform for managing in-person, virtual, and hybrid events. They specialize in data-driven event management, providing robust registration flows, attendee engagement, and seamless omnichannel marketing.

Interested in becoming a partner? Contact Us Today!

About This Partnership

RainFocus’s platform is designed to streamline event management across various lifecycle phases. It offers a unified approach to plan, manage, deliver, and optimize events, ensuring personalized attendee experiences.

Their solutions are beneficial for businesses seeking efficient event orchestration, as they enable data integration, flexibility, and customization. This approach results in enhanced attendee engagement, operational efficiency, and strategic marketing alignment.

HiFly Labs

Hiflylabs is a data solutions company offering data engineering, science, strategy advisory, and visualization. They focus on creating enterprise solutions with an emphasis on practicality and efficiency.

Interested in becoming a partner? Contact Us Today!

About This Partnership

Hiflylabs provides tailored data services, including data engineering, science, and visualization. They cater to various industries, offering specialized solutions like Appic for app development and Hifly SODA for sales-oriented analytics.

Their approach focuses on leveraging modern technologies and ecosystems like Databricks, dbt, and the Modern Data Stack, ensuring robust, flexible, and powerful tools for their clients. This helps clients optimize their data handling and business value creation processes.

Data Ideology

Data Ideology specializes in data strategy, engineering, AI, and analytics, offering solutions to maximize data-driven outcomes and insights.

Interested in becoming a partner? Contact Us Today!

About This Partnership

Data Ideology provides comprehensive data services, including strategy, engineering, AI, and analytics. They help businesses identify data-driven opportunities and create strategies for optimal outcomes.

Their services include building robust data pipelines, streamlining data processing, and leveraging AI for actionable insights.

This approach ensures data quality, compliance, and maximizes the strategic value of data assets, aiding organizations in making informed, data-driven decisions.

8x8

8×8, Inc. is a provider of integrated cloud communications and customer engagement solutions, offering unified communications, contact center, video conferencing, and team chat services.

Interested in becoming a partner? Contact Us Today!

About This Partnership

8×8 delivers a unified platform for contact center, voice, video, chat, and embedded communications. Their solutions focus on enhancing customer experience, agent engagement, and employee connectivity.

Offering reliable, secure, and compliant services, 8×8 integrates with business and CRM applications like Microsoft Teams and Salesforce.

Their technology supports businesses in various industries, ensuring efficient communications and collaboration, global reach, and data-driven insights.

Vatis Tech

Vatis Tech provides an AI-powered speech-to-text infrastructure tool, offering high accuracy and efficiency in transcribing audio and video data for various industries.

Interested in becoming a partner? Contact Us Today!

About This Partnership

Vatis Tech specializes in AI-driven speech-to-text technology, serving sectors like contact centers, broadcasting, medical, legal, media, and education.

Their platform features high accuracy, real-time transcription, and support for multiple languages and formats. It benefits users by enhancing data accessibility, improving workflow efficiency, and enabling more effective content analysis.

The technology is particularly beneficial for organizations needing rapid, precise transcription of large volumes of audio or video data.

OnlineSales

OnlineSales.ai is an advanced retail media monetization platform, offering AI-powered advertising solutions for retailers to optimize ad revenues.

Interested in becoming a partner? Contact Us Today!

About This Partnership

OnlineSales.ai specializes in retail media monetization with an AI-driven platform. It offers tools like sponsored product ads, display ads, offsite ads, and email ads to enhance digital marketing.

The platform enables retailers to increase ad revenues, deliver personalized shopping experiences, and automate ad campaign management.

Key benefits include maximizing ad spending, scaling advertising efforts, and providing an immersive shopper experience. The service is designed to be fully white-labeled and self-serve, ensuring user-friendly operation and customization according to business needs.

BabelStreet

Babel Street is a data analytics platform offering threat intelligence tools. They specialize in AI-enabled analysis of publicly and commercially available information for risk mitigation, fraud detection, and security.

Interested in becoming a partner? Contact Us Today!

About This Partnership

Babel Street’s platform empowers organizations with AI-driven insights from vast public and commercial data sources. It offers multilingual understanding, end-to-end automation, and extensive source access.

The platform is useful for threat intelligence, risk mitigation, and fraud detection. It’s valuable to government, law enforcement, and commercial sectors for its ability to process and analyze large volumes of data, helping them stay ahead of threats and risks.

Paychex

Paychex is a leading provider of integrated human capital management solutions for payroll, benefits, human resources, and insurance services.

Interested in becoming a partner? Contact Us Today!

About This Partnership

Paychex offers a range of services aimed at simplifying payroll and HR processes for businesses. Their solutions cover payroll, benefits, insurance, and HR administration.

By automating and streamlining these aspects, Paychex helps businesses save time and reduce errors. They cater to small and mid-sized businesses, providing tools for tax administration, employee onboarding, and regulatory compliance.

Their platform is designed to be user-friendly, ensuring a seamless experience for employers and employees alike.

Experience

Experience.com is a platform offering solutions for customer and employee experience management, as well as online reputation management, using AI-driven feedback campaigns.

Interested in becoming a partner? Contact Us Today!

About This Partnership

Experience.com provides AI-powered tools for managing customer and employee experiences, and online reputation. Their platform aids businesses in driving intelligent customer and employee feedback campaigns, amplifying marketing efforts, and enhancing customer-focused employee behavior.

It supports industries like banking, insurance, real estate, and healthcare, helping companies build a strong brand reputation and culture, ultimately leading to better client engagement and operational efficiency.

Qlik

Qlik provides data integration, data quality, and analytics solutions, integrating AI for advanced data management and actionable insights.

Interested in becoming a partner? Contact Us Today!

About This Partnership

Qlik offers a comprehensive data and AI platform, integrating data integration and quality solutions with advanced analytics and AI.

Their services help companies optimize data management, enhancing decision-making and operational efficiency. Qlik’s AI-assisted analytics empower users of all skill levels, facilitating better data understanding and use.

Their tools assist in data quality governance, real-time data movement, and machine learning, supporting clients in various industries to leverage their data effectively.

Databricks

Databricks specializes in AI and data intelligence, offering a platform that integrates data management, real-time analytics, and AI for efficient data processing and insights.

Interested in becoming a partner? Contact Us Today!

About This Partnership

Databricks provides a data intelligence platform, integrating ETL, data ingestion, business intelligence, AI, and governance tools. It helps organizations in efficiently managing and analyzing large volumes of data, aiding in better decision-making.

The platform is designed to simplify complex data processing, ensuring data privacy and control while developing AI applications.

Key benefits include streamlined workflows, enhanced data management, and the ability to drive insights using natural language. Databricks caters to various industries, optimizing operations and accelerating success in data and AI initiatives.

Knowledge Works Logo

Knowledge Works

KnowledgeWorks is dedicated to transforming education through personalized, competency-based approaches and systems change to benefit students and educators.

Interested in becoming a partner? Contact Us Today!

About This Partnership

KnowledgeWorks focuses on reimagining education to ensure all students, regardless of background, can thrive. They provide tools and guidance for personalized, competency-based learning, advocating for policies that support this model.

Their work includes strategic planning, workshops, and resources for educators and policymakers. By fostering student-centered learning environments, they aim to create equitable educational opportunities, preparing students for an evolving world.

Minerva Logo

MinervaCQ

Minerva CQ specializes in AI-enhanced support for contact centers, focusing on customer-agent interaction optimization through real-time assistance, workflow adaptation, and knowledge surfacing.

Interested in becoming a partner? Contact Us Today!

About This Partnership

Minerva CQ revolutionizes customer service in contact centers using AI. Their system analyzes millions of interactions to assist agents in real-time, offering insights, data, and workflow optimization.

This leads to personalized, efficient customer interactions. Key benefits include improved customer experience, reduced handle times, enhanced agent performance, and increased revenue opportunities.

Minerva CQ also focuses on reducing agent onboarding times and optimizing training, making every agent more effective in their role.

Clarteza Logo

Clarteza

Clarteza focuses on driving brand innovation by deeply understanding consumer behavior and needs. They use AI and unique research methods to gather insights and translate these into actionable strategies for brands.

Interested in becoming a partner? Contact Us Today!

About This Partnership

Clarteza’s services benefit clients by enhancing brand positioning, improving consumer engagement, and guiding product development.

Their approach helps brands connect with consumers more effectively, ensuring that their products and services are aligned with consumer expectations and market trends.

CEE Logo

The Centre For Educational Effectiveness

The Center for Educational Effectiveness (CEE) specializes in developing surveys, data tools, and services to support the growth of communities, districts, schools, and individuals. They focus on creating a positive impact in the educational sector since 1999.

Interested in becoming a partner? Contact Us Today!

About This Partnership

CEE partners with over 950 schools in 280 districts, offering services like strategic planning, coaching, professional development, and research projects.

They help educational institutions use data effectively, build strategic plans, improve leadership skills, and review programs objectively.

CEE’s approach centers on understanding and improving school climate and culture, enhancing performance, and promoting continuous improvement.

Realty Check Logo

Reality Check

RealityCheck is a full-service market research firm specializing in advanced qualitative analysis, quantitative research, and integrated qual/quant approaches.

Interested in becoming a partner? Contact Us Today!

About This Partnership

RealityCheck offers deep consumer insights for strategic decision-making in brand strategy, concept testing, and consumer experience mapping.

Their unique approach combines advanced qualitative and quantitative methods, focusing on the critical 10% of new information essential for business growth.

They excel in translating complex data into actionable strategies, aiding companies in understanding and engaging with their customers effectively.

Socratic Technologies Logo

Socratic Technologies

Sotech offers comprehensive research services including product testing, strategy consulting, message testing, and brand health tracking.

Interested in becoming a partner? Contact Us Today!

About This Partnership

Sotech is a leader in concept testing services. Sotech offers comprehensive research services including product testing, strategy consulting, message testing, and brand health tracking. They cater to various industries like consumer products, financial services, restaurants, and technology.

Their approach focuses on collaboration, innovative solutions, and strategic insights to help clients make informed decisions.

Sotech’s expertise in market research and concept testing enables businesses to understand consumer preferences, optimize product development, and enhance brand positioning, thereby ensuring customer satisfaction and market success.

Mckinney Logo

McKinney

McKinney & Company is a multi-discipline planning, design, and construction firm known for its innovation and comprehensive project delivery approach.

Interested in becoming a partner? Contact Us Today!

About This Partnership

McKinney & Company specializes in integrating multiple disciplines like architecture, engineering, and construction management to offer innovative and efficient solutions. With a commitment to collaboration and quality, the firm ensures projects are completed to a high standard, on time, and within budget.

This approach has led to its reputation for handling challenging projects and delivering lasting value, making it a trusted partner for clients seeking comprehensive, high-quality services in planning, design, and construction.

Shapiro+Raj

Shapiro & Raj

Shapiro+Raj is a strategic insights consultancy specializing in social science, data analysis, and creative strategies, with over 60 years of industry experience

Interested in becoming a partner? Contact Us Today!

About This Partnership

Shapiro+Raj is a future-forward insights consultancy recognized as a leading strategic insights firm. They are distinguished for being innovative, having earned a top-25 most innovative company recognition for five consecutive years.

As the largest minority insights company, Shapiro+Raj operates with an integrated team comprising social scientists, data analysts, brand strategists, and creative ideators. Their approach combines social science and behavioral economics, enhanced by a blend of technology and humanity.

The company boasts over six decades of experience in various industries and has contributed to over $100 billion in market cap growth for their clients in the past seven years

Company Name

Lorem ipsum dolor sit amet, consectetur adipiscing elit. Ut elit tellus, luctus nec ullamcorper mattis, pulvinar dapibus leo.

About This Partnership

Lorem ipsum dolor sit amet, consectetur adipiscing elit. Ut elit tellus, luctus nec ullamcorper mattis, pulvinar dapibus leo.