Generated by All in One SEO v4.9.2, this is an llms.txt file, used by LLMs to index the site. # Pandata Data Science Simplified ## Sitemaps - [XML Sitemap](https://pandata.co/sitemap.xml): Contains all public & indexable URLs for this website. ## Posts - [Blog](https://pandata.co/blog/) - [Embracing the Data Science Journey: Nicolas Decavel-Bueff's Passion for the Art of AI and Problem Solving](https://pandata.co/blog/nicolas-decaval-bueff-data-scientist-spotlight/) - For this data scientist spotlight, we sit down with Pandata’s data scientist Nicolas Decavel-Bueff to learn more about his career, motivations, and insight on AI. - [Unlocking the Power of Large Language Models](https://pandata.co/blog/unlocking-the-power-of-large-language-models/) - As large language models (LLMs become more prevalent in enterprise settings, it's crucial to ensure that the design and use incorporates trust at the foundation. - [Where To Look for Legitimate Responsible AI Standards](https://pandata.co/blog/where-to-look-for-legitimate-responsible-ai-standards/) - With a number of organizations releasing their own responsible AI guidelines, how do you know which to follow? Here are a few tips to consider. - [Your Guide To Developing Responsible AI Best Practices  ](https://pandata.co/blog/your-guide-to-developing-responsible-ai-best-practices/) - In the absence of AI regulation, take these steps to build your own AI best practices, ensuring your models remain ethical, transparent, and accountable. - [AI in Healthcare: Insights and Trends from HIMSS 2023 (Part 1)](https://pandata.co/blog/ai-in-healthcare-insights-and-trends-from-himss-2023-part-1/) - [Estée Lauder's Journey to Building Its Own Ethical AI Practice](https://pandata.co/blog/estee-lauders-journey-to-building-its-own-ethical-ai-practice/) - Beauty mogul Estée Lauder incorporated ethical AI into its business strategy to drive product development and supply chain efficiency. Here’s how. - [A Marketer’s Journey Through the World of AI: Entry 2, Marketer & AI Translator Aligned](https://pandata.co/blog/a-marketers-journey-through-the-world-of-ai-entry-2-marketer-ai-translator-aligned/) - [A Marketer’s Journey Through the World of AI](https://pandata.co/blog/a-marketers-journey-through-the-world-of-ai/) - Whether automating traditionally manual processes, using marketing analytics to predict future behavior, or even using it to help select what message resonates with which of your customers, AI is gaining more momentum every day. - [A Marketer's Journey Through the Land of AI: ML + A/B = Awesome, Entry 4.](https://pandata.co/blog/a-marketers-journey-through-the-land-of-ai-entry-5-ml-a-b-awesome/) - [A Marketer’s Journey Through the World of AI - Entry 3, Unintended Consequences](https://pandata.co/blog/journal-of-an-ai-translator-a-marketers-journey-through-the-land-of-ai-3/) - [Healthcare Startup Uses ML to Predict Missing Patient Data](https://pandata.co/blog/healthcare-startup-uses-ml-to-predict-missing-patient-data/) - Through ML and predictive modeling, this healthcare startup improves its patient data accuracy and survey outreach efforts. - [How To Create an AI Strategy for Middle Market Companies  ](https://pandata.co/blog/how-to-create-an-ai-strategy-for-middle-market-companies/) - To design and develop effective AI-powered solutions, middle market companies must first create a sound AI strategy. Click to learn how. - [Your Guide to Trends Impacting Trustworthy AI [Podcast Takeaways]](https://pandata.co/blog/your-guide-to-trends-impacting-trustworthy-ai-podcast-takeaways/) - In a recent podcast, AI strategist Cal Al-Dhubaib discusses the four pillars of trustworthy AI. Read our recap for key takeaways from his conversation. - [Pandata Launches New Partnership with Carlin Jackson of Theo. Wyes David, Ltd.](https://pandata.co/blog/pandata-launches-new-partnership-with-carlin-jackson-of-theo-wyes-david-ltd/) - Tech consultant and strategist, Carlin Jackson of Theo. Wyes David joins Pandata to cultivate meaningful AI partnerships. Click to learn more. - [What is a Data Scientist?](https://pandata.co/blog/what-is-a-data-scientist/) - [AI Strategist Cal Al-Dhubaib Recognized as 2022 Notable Executive in Technology](https://pandata.co/blog/ai-strategist-cal-al-dhubaib-recognized-as-2022-notable-executive-in-technology/) - [From Austrian Motorcycles to Artificial Intelligence: Diving Into Nicole McCaffrey’s Marketing Career](https://pandata.co/blog/from-austrian-motorcycles-to-artificial-intelligence-diving-into-nicole-mccaffreys-marketing-career/) - In this spotlight, Pandata’s Chief People and Marketing Officer Nicole McCaffrey shares her journey as a marketer in AI and emerging tech. - [Artificial Intelligence vs. Machine Learning vs. Deep Learning: What’s the Difference? ](https://pandata.co/blog/artificial-intelligence-vs-machine-learning-vs-deep-learning-whats-the-difference/) - What is the difference between artificial intelligence, machine learning and deep learning? Pandata explains the differences. - [Straight from AI & Big Data Expo: Generating business value with AI](https://pandata.co/blog/straight-from-ai-big-data-expo-generating-business-value-with-ai/) - AI has significantly evolved over the last several decades, making it more challenging than ever for businesses to clearly understand and design AI successfully. - [How Do I Monitor for Bias in AI?](https://pandata.co/blog/how-do-i-monitor-for-bias-in-ai/) - How is bias in AI harmful and how can I prevent it? Learn more about the importance of monitoring for bias in this post. - [How Change Management Can Prepare Leaders for AI [Podcast Takeaways]](https://pandata.co/blog/how-change-management-can-prepare-leaders-for-ai-podcast-takeaways/) - Organizations across industries are realizing the advantages of AI—but how can a business leader prepare to use this technology? Discover the answer here. - [4 Steps to Building an AI-First Company that Stands Out](https://pandata.co/blog/4-steps-to-building-an-ai-first-company-that-stands-out/) - Learn how to use AI as a marketplace differentiator for your brand, one that sets you apart from your competitors. - [Machine Learning Consultant and Educator, Keith McCormick, Supports Pandata as Data Science Executive in Residence](https://pandata.co/blog/machine-learning-consultant-and-educator-keith-mccormick-supports-pandata-as-data-science-executive-in-residence/) - For this data scientist spotlight, we sit down with predictive analytics and ML consultant Keith McCormick, to learn about his career and insight on AI. - [Deep Space, Deep Learning, and Dungeons & Dragons: A Conversation With Nick Napier ](https://pandata.co/blog/deep-space-deep-learning-and-dungeons-dragons-a-conversation-with-nick-napier/) - For this data scientist spotlight, we sit down with Pandata’s ML specialist, Nick Napier, to learn more about his career, motivations, and insight on AI. - [Recommender Systems Explained: The AI Responsible for Your Latest Netflix Binge](https://pandata.co/blog/netflix-and-learn-demystifying-recommender-systems/) - AI-powered recommender systems are behind many of the purchase decisions we make today, including our latest Netflix binges. Learn more here. - [3 Industries Represented at AI & Big Data Expo [+How To Find Yours]](https://pandata.co/blog/3-industries-represented-at-ai-big-data-expo-how-to-find-yours/) - AI & Big Data Expo is the premier AI and data science conference for enterprise professionals. Learn more about the industries represented. - [Exploring the Art of AI with Data Science Consultant Niki Agrawal ](https://pandata.co/blog/exploring-the-art-of-ai-with-associate-data-science-consultant-niki-agrawal-/) - Driven by a passion for the arts and sciences, Niki Agrawal utilizes creativity every day in her career as a data scientist with Pandata. Here's her story. - [How To Solve Problems With AI [theCUBE Interview] ](https://pandata.co/blog/how-to-solve-problems-with-ai-thecube-interview/) - In a special VMware interview on theCUBE, Cal Al-Dhubaib is joined by Jonathan Seckler of Dell Technologies to talk AI privacy, AI strategy, and more. - [Transforming Data into Actionable Intelligence in Regulated Industries](https://pandata.co/blog/transforming-data-into-actionable-intelligence-in-regulated-industries/) - Wondering how AI can benefit organizations in regulated industries? Putting trust at the center of your AI strategy can transform your data into actionable intelligence. - [6 Key Players That Should Be Involved in Every AI Decision](https://pandata.co/blog/6-key-players-that-should-be-involved-in-every-ai-decision/) - AI is a team sport. Here are the key players you should involve in every trusted AI decision. - [Why Does AI Matter Now? 3 Factors Driving Recent Interest [Collision Takeaways]](https://pandata.co/blog/why-does-ai-matter-now-3-factors-driving-recent-interest-collision-takeaways/) - Demand for artificial intelligence and machine learning has risen dramatically in the last few years—but why now? Discover three factors driving interest. - [Why Trusted AI Has to Matter in the Healthcare Industry](https://pandata.co/blog/why-trusted-ai-has-to-matter-in-the-healthcare-industry/) - Patient privacy and data security are paramount in healthcare AI. Learn how designing trustworthy AI solutions increases efficiency while mitigating risk. - [What Is Compute in AI? 3 Key Challenges](https://pandata.co/blog/what-is-compute-in-ai-3-key-challenges/) - Compute represents the driving force behind many of our interactions with modern technology. In this post, discover its applications to trustworthy AI. - [What Can I Expect From the Future of Machine Learning?](https://pandata.co/blog/what-can-i-expect-from-the-future-of-machine-learning/) - What does the future of machine learning look like? Our expert data scientists reveal what trends to look for and what limitations to keep in mind. - [Reliable KPIs for AI: How To Measure Success ](https://pandata.co/blog/reliable-kpis-for-ai-how-to-measure-success/) - In regulated industries, choosing reliable KPIs for AI is critical to measuring success. Discover key benefits of choosing the right KPIs her - [Is AI Really Surveillance? [Insight From Collision Conference]](https://pandata.co/blog/is-ai-really-surveillance-insight-from-collision-conference/) - Artificial intelligence (AI) and surveillance share some similarities—but how can business leaders ensure their AI protects the privacy of consumers? - [How To Develop an AI Strategy That Yields Positive ROI](https://pandata.co/blog/how-to-develop-an-ai-strategy-that-yields-positive-roi/) - AI for regulated industries is a big investment. Ensure your model achieves success with these three steps to a sound AI strategy. - [How to Identify AI Communication Gaps and Avoid Project Failure [ODSC West Insights]](https://pandata.co/blog/how-to-identify-ai-communication-gaps-and-avoid-project-failure-odsc-west-insights/) - The growing gap in AI literacy across teams has directly impacted the success rate of AI solutions. Click to learn more about these communication gaps. - [Who Is Responsible for AI’s Mistakes?](https://pandata.co/blog/who-is-responsible-for-ais-mistakes/) - When artificial intelligence goes wrong, who's at fault? This post shares common mistakes in the AI design process and questions you can ask to avoid them. - [3 Tips for Setting and Managing Realistic Expectations for AI Projects  ](https://pandata.co/blog/3-tips-for-setting-and-managing-realistic-expectations-for-ai-projects/) - Regulated industries face many AI design challenges, which is why leaders must set realistic expectations for their AI projects. Learn how in this post. - [Identifying Cyber Attacks with Deep Learning](https://pandata.co/blog/identifying-cyber-attacks-with-deep-learning/) - [Can AI Generate Humor? [+How Business Leaders Can Learn From It]](https://pandata.co/blog/an-ai-walks-into-a-bar-using-artificial-intelligence-to-generate-humor/) - Humor is one of the toughest tasks for AI to achieve. Learn more about existing ethical AI joke generators and how to prevent unintended bias in AI. - [Is Your Organization Ready for AI? Answer These Questions to Find Out.](https://pandata.co/blog/is-your-organization-ready-for-ai-answer-these-questions-to-find-out/) - Are you ready today to design, develop, and deploy an AI solution? Answer the following four questions to find out if your organization is. - [4 Ways to Reduce Bias in AI](https://pandata.co/blog/4ways-to-reduce-ai-bias/) - To avoid unintended consequences of artificial intelligence, it is critical to test and reduce the risk of bias in your AI solutions. Here’s how. - [4 ways small businesses can create workplace satisfaction and attract talent (even during remote work)](https://pandata.co/blog/4-ways-small-businesses-can-create-workplace-satisfaction-and-attract-talent-even-during-remote-work/) - We set our team up for long-term success via diverse hiring practices, comprehensive training programs, fair compensation, and attractive incentives. - [How To Cultivate a Responsible Machine Learning Culture in Your Organization](https://pandata.co/blog/how-to-cultivate-a-responsible-machine-learning-culture-in-your-organization/) - What's a responsible machine learning culture? Why does it matter? In this article we'll review steps you can take to ensure AI success for your company. - [Sifting Through the Noise: Data Science Buzzwords](https://pandata.co/blog/sifting-through-the-noise-data-science-buzzwords/) - We see the buzzwords Artificial Intelligence (AI) &Machine Learning (ML) everywhere. What do they mean? Which do we need to get to our goal of data-based problem solving? - [PyCon 2019: A Little Something for Everyone](https://pandata.co/blog/pycon-2019-a-little-something-for-everyone/) - PyCon is the largest annual gathering of the Python user community, a group to which Pandata enthusiastically belongs. Several members of Team Panda were able to participate in this year’s PyCon, conveniently held in Cleveland. - [The Power of One - Manufacturing Innovation and the IIoT](https://pandata.co/blog/the-power-of-one-manufacturing-innovation-and-the-iiot/) - [How Social Science & the Humanities + Data Science = More Ethical AI](https://pandata.co/blog/how-social-science-the-humanities-data-science-more-ethical-ai/) - Humanities and social science provide productive perspectives to help us navigate ethical conundrums in AI. - [How Does Spotify Know What Music I Might Like? Demystifying Recommender Systems Part II](https://pandata.co/blog/how-does-spotify-know-what-music-i/) - [Human-Centered AI: Practical Application Of & Why It Matters](https://pandata.co/blog/human-centered-ai-practical-application-of/) - Human-centered AI is about using AI to benefit humans first and part of that is understanding why decisions are made. - [Pandata's Proactive Approach to Trusted AI](https://pandata.co/blog/pandatas-proactive-approach-to-trusted-ai/) - There are three principles that bolster our proactive mindset when it comes to Trusted AI: Be Transparent, Protect Privacy, and Focus on Fairness. - [Is Lack of Diversity in AI Costing Your Business?](https://pandata.co/blog/is-ai-diversity-costing-your-business/) - Discover how a lack of diversity in the AI solutions you’re building and using could have costly consequences for your business. - [What is Anomaly Detection? And Why Is It Critical to Your Trusted AI Project?](https://pandata.co/blog/what-is-anomaly-detection-and-why-is-it-critical-to-your-trusted-ai-project/) - [Pushing the Limits with Data Engineer Chris Brace](https://pandata.co/blog/pushing-the-limits-with-data-engineer-chris-brace/) - Chris Brace, an Associate Data Engineer with Pandata, knows how to ask the right questions. Learn more about him and his career in this post. - [3 Sessions on Responsible AI You Won’t Want to Miss At ODSC West 2021 ](https://pandata.co/blog/3-sessions-on-responsible-ai-you-wont-want-to-miss-at-odsc-west-2021/) - This year’s Open Data Science Conference (ODSC) West is fast approaching. Here are 3 sessions on responsible AI that you won’t want to miss. - [Press Release: Pandata solving for Trust in Artificial Intelligence with multicultural, multi-discipline, and inclusive team](https://pandata.co/blog/pandata-solving-ai-trust-with-dei/) - [From Pigeon Navigation to Pandata: A Chat with Hannah Arnson, Director of Data Science](https://pandata.co/blog/from-pigeon-navigation-to-pandata/) - Learn about Hannah Arnson’s journey from child scientist to Director of Data Science at Pandata. - [From Aerospace Manufacturing to Data Science: Bob Wood Shares His Story](https://pandata.co/blog/from-aerospace-manufacturing-to-data-science-bob-wood-shares-his-story/) - From aerospace manufacturing to data science, Pandata’s data scientist Bob Wood has had an interesting career journey. Click to learn more. - [A Marketer's Journey Through the World of AI - Entry 4, Bias in AI: A Very Human Issue](https://pandata.co/blog/a-marketers-journey-through-the-land-of-ai-entry-4-bias-in-ai-a-very-human-issue/) - [3 Horrifying Examples of Artificial Intelligence and Machine Learning Gone Wrong](https://pandata.co/blog/3-horrifying-examples-of-artificial-intelligence-and-machine-learning-gone-wrong/) - Artificial intelligence solutions can have serious unintented consequences if you’re not careful. Here are a few AI stories to learn from. - [Meet the Newest Data Scientist at Pandata: Merilys Huhn, JD](https://pandata.co/blog/meet-the-newest-data-scientist-at-pandata-merilys-huhn-jd/) - Merilys Huhn has always been deeply intrigued by how people work and act together. Today, she is an Associate Data Scientist at Pandata. - [Using Data Science to Find Your Favorite Pint](https://pandata.co/blog/cleveland_breweries/) - [How A Good Data Strategy Can Help With Compliance - A GDPR Case Study](https://pandata.co/blog/how-a-good-data-strategy-can-help-with-compliance-a-gdpr-case-study/) - [What is Data Science and Why Do You Need It?](https://pandata.co/blog/what-is-data-science-and-why-do-you-need-it/) - [The Economics of Artificial Intelligence](https://pandata.co/blog/the-economics-of-artificial-intelligence/) - [What Makes A Well-Rounded Data Science Team?](https://pandata.co/blog/what-makes-a-well-rounded-data-science-team/) - [Visualizing the Holidays](https://pandata.co/blog/visualizing-the-holidays/) - The visualization listens to live tweets on Twitter & plots holiday references, in real time, on the globe. See who else is celebrating what holidays & where. - [Much Ado About Data in 2018](https://pandata.co/blog/much-ado-about-data-in-2018/) - Not knowing where to begin with data strategy is reason we created Data Process Innovation, which connects the dots between specific business requirements and data-driven solutions. - [The Future of AI: An Insider's Perspective](https://pandata.co/blog/the-future-of-ai-an-insiders-perspective/) - Not all AI developments are relevant to commercial applications but many are critical to orgs considering machine learning to accelerate their core operations. - [Demystifying Deep Learning](https://pandata.co/blog/demystifying-deep-learning/) - [Perception Intelligence: Unraveling the Customer Feedback Conundrum](https://pandata.co/blog/perception-intelligence-unraveling-the-customer-feedback-conundrum/) - Perception Intelligence makes advances in artificial intelligence accessible, while leveraging human expertise to ensure topics align to customer service goals. - [Data Shaming: A Cautionary Tale for the Sales Organization](https://pandata.co/blog/data-shaming-a-cautionary-tale-for-the-sales-organization/) - We understand that data science is an iterative process with five key steps. We help our clients frame their analytics opportunity before jumping into a solution. Asking the right question is half the battle to a successful data strategy. - [Pandata Case Study - Midwest Industrial Supply](https://pandata.co/blog/pandata-case-study-midwest-industrial-supply/) - [Data Science as a Team Sport](https://pandata.co/blog/data-science-is-a-team-sport/) - The diverse nature of components going into data science requires a team to turn data into insight. Key players are: data engineer, data analyst & data scientist. - [The Buzz on Blockchain](https://pandata.co/blog/the-buzz-on-blockchain/) - Blockchain has the promise of disrupting the internet with a variety of applications ranging from financial transactions to media and digital identity. - [Smart Manufacturing: Getting Value from IIoT (Industrial Internet of Things) Data](https://pandata.co/blog/smart-manufacturing-getting-value-from-iiot-industrial-internet-of-things-data/) - Utilizing the IIoT (Industrial Internet of Things), a series of sensors can be attached to manufacturing equipment to continuously measure machine status, output, temperature and other factors that influence production, maintenance, and efficiency. Through machine learning and artificial intelligence, these data can then be used to predict and optimize maintenance, output, and performance. - [What's In a Data Science Toolkit?](https://pandata.co/blog/whats-in-a-data-science-toolkit/) - [The Venue Menu](https://pandata.co/blog/venue-menu/) - [Data Ethics: The Role of Data Scientist as Cyber Steward](https://pandata.co/blog/data-ethics-the-role-of-data-scientist-as-cyber-steward/) - [Data Science as a Business Function](https://pandata.co/blog/data-science-as-a-business-function/) - With the hype around the data scientist, it’s tempting to assume data science falls under the domain of IT. Data science is, by definition, a business function. - [Pandata Case Study: Cleveland Museum of Art - Open Access](https://pandata.co/blog/pandata-case-study-cleveland-museum-of-art-open-access/) - Using natural language processing and data visualization techniques, Pandata used the text descriptions from all open access art that had one to visualize how we write about art across time and cultures. - [AI as the Artist's Muse](https://pandata.co/blog/ai-as-the-artists-muse/) - Artist, Chris Peters, set a neural network to study the composition and palette of thousands of landscape paintings before finally achieving an understanding of their gestalt. Now, in seconds, the A.I. can synthesize and propose new compositions. - [Setting the Foundation for Marketing Success by Getting Back to the Basics](https://pandata.co/blog/setting-the-foundation-for-marketing-success-by-getting-back-to-the-basics/) - “Success” isn't just defined by having the latest and shiniest tools at your disposal. Many smaller companies don't have the marketing budget and/or staff to support them. So, what can you do to stand out from the competition in a world where the mediums to market seem daunting? - [The Difficulty in Defining Artificial Intelligence](https://pandata.co/blog/the-difficulty-in-defining-artificial-intelligence/) - AI is one of the most widely talked about yet poorly understood terms in organizations. Having a poor definition of artificial intelligence vs data analytics is a key contributor to this problem. - [From Prototype to Production – Coding Best Practices](https://pandata.co/blog/from-prototype-to-production-coding-best-practices/) - At Pandata we take these programming lessons to heart and are always working to better align data science and data engineering. This dual emphasis on efficient prototyping and scalable solutions ensure that our models stay clean and robust while our development stays agile. - [Demystifying AI: Tesla's Self-Driving Car](https://pandata.co/blog/demystifying-ai-teslas-self-driving-car/) - [Ethics and AI: Approaches for Addressing Underlying Bias in Data Sets](https://pandata.co/blog/ethics-and-ai-approaches-for-addressing-underlying-bias-in-data-sets/) - [AI Translator: A Necessary Player on Your AI Team](https://pandata.co/blog/ai-translator-a-necessary-player-on-your-ai-team/) - The role of AI Translator typically comes with a business background and a working knowledge of AI concepts and processes. Think of them as a go between. - [Leveraging AI+ Written/Spoken Word for Sales Enablement](https://pandata.co/blog/leveraging-ai-written-spoken-word-for-sales-enablement/) - [How to Use AI + Targeted Ads to Bolster Sales: Demystifying Recommender Systems Part III](https://pandata.co/blog/how-to-use-ai-targeted-ads-to-bolster-sales-demystifying-recommender-systems-part-iii/) - No AI solutions exist in isolation. They exist within complex systems, systems designed around humans. - [Identifying AI Opportunities](https://pandata.co/blog/identifying-ai-opportunities/) - [From Anthropologist to Data Scientist: Julie Novic Shares Her Journey](https://pandata.co/blog/from-anthropologist-to-data-scientist-julie-novic-shares-her-journey/) - We sat down with one of Pandata’s data scientists, Julie Novic, to learn about her journey from anthropology to AI. ## Pages - [Home](https://pandata.co/) - We specialize in AI design and development for high-risk industries. We know the unique challenges – need to maintain safety, compliance & minimize risk, while improving robustness, fairness, and trust. - [Team Panda Leadership](https://pandata.co/about-us/team/) - Get to know our awesome team of data scientists! From data warehousing to innovation and machine learning, our team has something to offer. - [Press & Resources](https://pandata.co/about-us/press/) - Press page for Pandata and it's team members. - [Book Cal Al-Dhubaib for Your Next Event](https://pandata.co/about-us/book-cal-al-dhubaib-for-your-next-event/) - Cal Al-Dhubaib is a trusted AI expert, innovator, and CEO. With years of experience, Cal can speak on a variety of technical AI and ML topics. - [Careers](https://pandata.co/about-us/careers/) - We are a AI design and development consultancy looking for growth-minded, client-facing data science talent - [Thank You For Subscribing](https://pandata.co/thank-you-for-subscribing/) - Thank you for subscribing to the Voices of Trusted AI Digest! You can expect trusted AI resources and insight from industry experts sent bimonthly to your inbox. - [Subscribe to Email Digest: Voices of Trusted AI](https://pandata.co/subscribe-to-monthly-digest-voices-of-trusted-ai/) - Subscribe for a single source of trusted artificial intelligence insight and resources, straight from data science experts. - [AI Success Stories](https://pandata.co/success-stories/) - AI success stories highlighting our work with innovative clients and partners, leading to business transformation. - [ODSC East Conference Information](https://pandata.co/odsc-east-conference-information/) - Join Pandata at this year's ODSC East event. Click here to learn more about the conference and Cal Al-Dhubaib's session on the last mile of AI. - [Your Design Guide to AI](https://pandata.co/designing-ai-guide/) - [Ready to have a conversation?](https://pandata.co/contact-us/) - [Ask Your Trusted AI Questions](https://pandata.co/ask-your-trusted-ai-questions/) - [Download 3 Steps to Adopting AI as a Middle Market Company](https://pandata.co/download-3-steps-to-adopting-ai-as-a-middle-market-company/) - Adopting an AI strategy is especially challenging for middle market companies—but it doesn’t have to be. Here are helpful tips to get you started. - [Core Values](https://pandata.co/about-us/core-values/) - Get to know our awesome team of data scientists! From data warehousing to innovation and machine learning, our team has something to offer. - [We helped a health tech startup predict missing attributes across 100k+ patients, presenting an opportunity for $1M+ in additional business per year](https://pandata.co/success-stories/we-helped-a-health-tech-startup-predict-missing-attributes/) - [We helped a cancer center identify up to 74% of patients likely to experience an unplanned hospitalization](https://pandata.co/success-stories/we-helped-a-cancer-center-identify-up-to-67-of-patients-likely-to-experience-an-unplanned-hospitalization/) - We helped a cancer center identify up to % of patients likely to experience an unplanned hospitalization, translating to an estimated cost savings of up to $2.2 million per year. - [We helped a healthcare technology and services company grow revenue by 10%](https://pandata.co/success-stories/natural-language-processing/) - We partnered with a healthcare technology company that processes millions of leads monthly to identify which customers might qualify & benefit from special government programs. - [AI & Big Data Expo Conference Information](https://pandata.co/ai-big-data-expo-conference-information/) - Join Pandata at this year’s AI & Big Data Expo! Here’s everything you need to know about this AI and data science conference. - [We helped Fortune 500 energy company sift through billions of cyber events to prioritize insider threat investigations](https://pandata.co/success-stories/anomaly-detection/) - We partnered with a Fortune 500 utility company to develop an AI solution to create a Holistic Risk Profile for employees based on physical and digital behavior. - [We helped a Fortune 500 company use online behavior to identify leads](https://pandata.co/success-stories/sales-marketing-anomaly-detection/) - We used AI to identify digital activity that resulted in specific online visitor behavior actions like contacting customer service, making a purchase, and contacting support. - [We helped a Fortune 500 company improve their net promoter scores by 20%](https://pandata.co/success-stories/net-promoter-scores/) - Pandata’s Perception Intelligence™ uses AI to help customer service teams process feedback, leading to improved net promoter scores. - [We helped the Cleveland Museum of Art use WiFi data to understand how their visitors engage with the space](https://pandata.co/success-stories/customer-engagement/) - We used ML to reconstruct how visitors to Cleveland Museum of Art navigate the space, including an interactive dashboard to explore behavioral trends. - [We helped The Cleveland Museum of Art use AI to talk about art over time](https://pandata.co/success-stories/natural-language-processing-art/) - Using NLP and data visualizations, we used the text descriptions from art (approximately 10,000 works) at Cleveland Museum of Art to visualize how we write about art across time & cultures. - [We helped a Fortune 500 company forecast at-risk customer spend with 90% accuracy](https://pandata.co/success-stories/sales-marketing/) - We partnered with a fortune 500 manufacturing company to identify at-risk customer spend by drilling into root causes using natural language processing. - [ODSC West Conference Information](https://pandata.co/odsc-west-conference-information/) - Join Pandata at this year’s Open Data Science Conference (ODSC) West 2021 event! Here’s everything you need to know about this data science conference. - [Skim the Latest in Trusted AI](https://pandata.co/skim-the-latest-in-trusted-ai/) - [Privacy Policy](https://pandata.co/privacy-policy/) - [Thank You](https://pandata.co/designing-ai-guide/thank-you/) - [About Us](https://pandata.co/about-us/) - [Pandata AI Exploration Session](https://pandata.co/ai-exploration-session/) - [Thank You](https://pandata.co/ai-exploration-session/thank-you-2/) - [Services](https://pandata.co/services/) ## My Templates - [Default Footer](https://pandata.co/?elementor_library=default-footer) - [Default Header](https://pandata.co/?elementor_library=default-header) - [Leadership Popup - Merilys](https://pandata.co/?elementor_library=leadership-popup-merilys) - [Leadership Popup – Natalie Olivo](https://pandata.co/?elementor_library=leadership-popup-natalie-olivo) - [Leadership Popup - Nicholas Decavel](https://pandata.co/?elementor_library=leadership-popup-nicholas-decavel) - [Elementor Header #1342](https://pandata.co/?elementor_library=elementor-header-1342) - [dladdons-content-widget-f550204](https://pandata.co/?elementor_library=dladdons-content-widget-1647ac1f550204) - [dladdons-content-widget-d7ca146](https://pandata.co/?elementor_library=dladdons-content-widget-1647ac1d7ca146) - [Pandata - Call to Action](https://pandata.co/?elementor_library=pandata-call-to-action) - [Kathlyn Aisha Kay](https://pandata.co/?elementor_library=aisha-key) - [Nick Napier](https://pandata.co/?elementor_library=nick-napier) - [Leadership Popup - Keith McCormick](https://pandata.co/?elementor_library=leadership-popup-keith-mccormick) - [Leadership Popup - Carline D.T. Jackson](https://pandata.co/?elementor_library=leadership-popup-carline-d-t-jackson) - [Leadership Popup – Nicole](https://pandata.co/?elementor_library=elementor-popup-4343) - [Leadership Popup - Dan](https://pandata.co/?elementor_library=leadership-popup-dan) - [AI Design Launchpad](https://pandata.co/?elementor_library=ai-design-launchpad) - [Leadership Popup - Chris](https://pandata.co/?elementor_library=leadership-popup-chris) - [Leadership Popup - Cal](https://pandata.co/?elementor_library=leadership-popup-cal) - [Niki Agrawal](https://pandata.co/?elementor_library=niki-agrawal) - [Niki Agrawal](https://pandata.co/?elementor_library=aisha-key-2) - [press](https://pandata.co/?elementor_library=press-2) - [Leadership Popup - Scott](https://pandata.co/?elementor_library=leadership-popup-scott) - [Leadership Popup - Bob](https://pandata.co/?elementor_library=leadership-popup-bob) - [Leadership Popup - Julie](https://pandata.co/?elementor_library=leadership-popup-julie) - [Leadership Popup - Hannah](https://pandata.co/?elementor_library=leadership-popup-hannah) - [Header Section](https://pandata.co/?elementor_library=header-section) - [Press](https://pandata.co/?elementor_library=press) - [PPC Landing Page Header](https://pandata.co/?elementor_library=default-header-2) - [Landing Page Template](https://pandata.co/?elementor_library=landing-page-template) - [Pandata - Testimonial Slider](https://pandata.co/?elementor_library=pandata-testimonial-slider) - [Pandata - Services](https://pandata.co/?elementor_library=pandata-services-2) - [Pandata - Client Testimonials](https://pandata.co/?elementor_library=pandata-client-testimonials) - [Pandata - "Data Science Executive for Hire" Section](https://pandata.co/?elementor_library=data-science-executive-for-hire) - [Pandata - Services Grid](https://pandata.co/?elementor_library=pandata-services) - [Pandata - Page Hero](https://pandata.co/?elementor_library=pandata-page-hero) - [Default Kit](https://pandata.co/?elementor_library=default-kit) ## Events - [MAICON](https://pandata.co/blog/events/maicon-2/) - The Only Conference Dedicated to Marketing AI. MAICON features AI keynotes, breakout sessions and networking opportunities - [Cleveland Big Data Meet-Up](https://pandata.co/blog/events/cleveland-big-data-meet-up/) - The Cleveland Big Data is a group for those interested in the distributed management, processing, of analytics of data and other non-trivial problems. - [AI & Big Data Expo North America](https://pandata.co/blog/events/ai-big-data-expo-north-america/) - With an agenda of over 250 innovative speakers and sessions available both in-person and online, the Expo promises to deliver actionable takeaways for a wide range of industries. - [ODSC](https://pandata.co/blog/events/odsc/) - Pandata's Cal Al-Dhubaib to speak at ODSC 2022, regarding how to avoid AI project failure. - [OhioX Tech Summit](https://pandata.co/blog/events/ohio-tech-summit/) - [MAICON](https://pandata.co/blog/events/maicon/) - [DSC Industry Applications Conference](https://pandata.co/blog/events/dsc-industry-applications-conference/) - [Ai4](https://pandata.co/blog/events/ai4/) - [Ohio Tech Day](https://pandata.co/blog/events/ohio-tech-day/) - [ODSC East](https://pandata.co/blog/events/odsc-east-2/) - [Data Science Connect (DSC) Data Translators](https://pandata.co/blog/events/data-science-connect-dsc-data-translators/) - [Marketing Artificial Intelligence Institute](https://pandata.co/blog/events/marketing-artificial-intelligence-institute/) - [Women Who Code Silicon Valley Shoutout Saturday](https://pandata.co/blog/events/women-who-code-silicon-valley-shoutout-saturday/) - [Data Days Cleveland](https://pandata.co/blog/events/data-days-cleveland/) - [OhioX - Tech Policy Summit](https://pandata.co/blog/events/ohiox-tech-policy-summit/) - [Lakewood Girls Who Code: Guess the Word Game](https://pandata.co/blog/events/lakewood-girls-who-code-guess-the-word-game/) - [Data Science Connect (DSC) K-12 Data Science](https://pandata.co/blog/events/data-science-connect-dsc-k-12-data-science/) - [Greater Cleveland Partnership Inclusion Conference](https://pandata.co/blog/events/greater-cleveland-partnership-inclusion-conference/) - [Women in IT Conference](https://pandata.co/blog/events/women-in-it-conference/) - [SIM Cleveland](https://pandata.co/blog/events/sim-cleveland/) - [ODSC West](https://pandata.co/blog/events/odsc-west/) - [Marketing Artificial Intelligence Institute](https://pandata.co/blog/events/marketing-artificial-intelligence-institute-2/) - [Hyland HyTech Camp](https://pandata.co/blog/events/hyland-hytech-camp/) - [Hyland Community Live](https://pandata.co/blog/events/hyland-community-live/) - [Hyland HyTech Camp](https://pandata.co/blog/events/hyland-hytech-camp-2/) - [CSU Center for Innovation and Entrepreneurship](https://pandata.co/blog/events/csu-center-for-innovation-and-entrepreneurship/) - [Cleveland Big Data Meetup](https://pandata.co/blog/events/cleveland-big-data-meetup/) ## Case Studies - [Using AI to improve the customer experience](https://pandata.co/blog/case_study/using-ai-to-improve-the-customer-experience/) ## Categories - [Uncategorized](https://pandata.co/blog/category/uncategorized/) - [Blog](https://pandata.co/blog/category/blog/) - [Services](https://pandata.co/blog/category/services/) - [analytics](https://pandata.co/blog/category/analytics/) - [Cleveland](https://pandata.co/blog/category/cleveland/) - [craft beer](https://pandata.co/blog/category/craft-beer/) - [data science](https://pandata.co/blog/category/data-science/) - [big data](https://pandata.co/blog/category/big-data/) - [compliance](https://pandata.co/blog/category/compliance/) - [security](https://pandata.co/blog/category/security/) - [business](https://pandata.co/blog/category/business/) - [artificial intelligence](https://pandata.co/blog/category/artificial-intelligence/) - [visualization](https://pandata.co/blog/category/visualization/) - [business process](https://pandata.co/blog/category/business-process/) - [data strategy](https://pandata.co/blog/category/data-strategy/) - [machine learning](https://pandata.co/blog/category/machine-learning/) - [customer feedfack](https://pandata.co/blog/category/customer-feedfack/) - [perception intelligence](https://pandata.co/blog/category/perception-intelligence/) - [sales process](https://pandata.co/blog/category/sales-process/) - [data engineer](https://pandata.co/blog/category/data-engineer/) - [customer insights](https://pandata.co/blog/category/customer-insights/) - [marketing](https://pandata.co/blog/category/marketing/) - [data](https://pandata.co/blog/category/data/) - [natural language processing](https://pandata.co/blog/category/natural-language-processing/) - [nonprofit](https://pandata.co/blog/category/nonprofit/) - [IIoT](https://pandata.co/blog/category/iiot/) - [ethics](https://pandata.co/blog/category/ethics/) - [non-technical](https://pandata.co/blog/category/non-technical/) - [Ai strategy](https://pandata.co/blog/category/ai-strategy/) - [recommender system](https://pandata.co/blog/category/recommender-system/) - [Ethical AI](https://pandata.co/blog/category/ethical-ai/) - [human-centered AI](https://pandata.co/blog/category/human-centered-ai/) - [marketing ai](https://pandata.co/blog/category/marketing-ai/) - [sales ai](https://pandata.co/blog/category/sales-ai/) - [trusted ai](https://pandata.co/blog/category/trusted-ai/) - [AI privacy](https://pandata.co/blog/category/ai-privacy/) - [healthcare ai](https://pandata.co/blog/category/healthcare-ai/) ## Tags - [data](https://pandata.co/blog/tag/data/) - [data analytics](https://pandata.co/blog/tag/data-analytics/) - [data science](https://pandata.co/blog/tag/data-science/) - [data scientist](https://pandata.co/blog/tag/data-scientist/) - [Data Strategy](https://pandata.co/blog/tag/data-strategy/) - [craft beer](https://pandata.co/blog/tag/craft-beer/) - [visualization](https://pandata.co/blog/tag/visualization/) - [big data](https://pandata.co/blog/tag/big-data/) - [compliance](https://pandata.co/blog/tag/compliance/) - [security](https://pandata.co/blog/tag/security/) - [cybersecurity](https://pandata.co/blog/tag/cybersecurity/) - [artificial intelligence](https://pandata.co/blog/tag/artificial-intelligence/) - [economics](https://pandata.co/blog/tag/economics/) - [social media](https://pandata.co/blog/tag/social-media/) - [data process](https://pandata.co/blog/tag/data-process/) - [data process innovation](https://pandata.co/blog/tag/data-process-innovation/) - [machine learning](https://pandata.co/blog/tag/machine-learning/) - [neural information processing systems](https://pandata.co/blog/tag/neural-information-processing-systems/) - [deep learning](https://pandata.co/blog/tag/deep-learning/) - [Customer Feedback](https://pandata.co/blog/tag/customer-feedback/) - [Customer Service](https://pandata.co/blog/tag/customer-service/) - [Perception Intelligence](https://pandata.co/blog/tag/perception-intelligence/) - [sales initiatives](https://pandata.co/blog/tag/sales-initiatives/) - [data ethics](https://pandata.co/blog/tag/data-ethics/) - [business](https://pandata.co/blog/tag/business/) - [business process](https://pandata.co/blog/tag/business-process/) - [data engineer](https://pandata.co/blog/tag/data-engineer/) - [marketing AI](https://pandata.co/blog/tag/marketing-ai/) - [recommender system](https://pandata.co/blog/tag/recommender-system/) - [sales AI](https://pandata.co/blog/tag/sales-ai/) - [targeted advertising](https://pandata.co/blog/tag/targeted-advertising/) - [artmuseum](https://pandata.co/blog/tag/artmuseum/) - [data visualization](https://pandata.co/blog/tag/data-visualization/) - [natural language processing](https://pandata.co/blog/tag/natural-language-processing/) - [nonprofit](https://pandata.co/blog/tag/nonprofit/) - [Open access](https://pandata.co/blog/tag/open-access/) - [PyCon](https://pandata.co/blog/tag/pycon/) - [Python](https://pandata.co/blog/tag/python/) - [IIoT](https://pandata.co/blog/tag/iiot/) - [innovation](https://pandata.co/blog/tag/innovation/) - [manufacturing](https://pandata.co/blog/tag/manufacturing/) - [manufacutring IIoT](https://pandata.co/blog/tag/manufacutring-iiot/) - [live music](https://pandata.co/blog/tag/live-music/) - [Music venue](https://pandata.co/blog/tag/music-venue/) - [rock n roll](https://pandata.co/blog/tag/rock-n-roll/) - [AI](https://pandata.co/blog/tag/ai/) - [art](https://pandata.co/blog/tag/art/) - [neuralnet](https://pandata.co/blog/tag/neuralnet/) - [customer insights](https://pandata.co/blog/tag/customer-insights/) - [marketing](https://pandata.co/blog/tag/marketing/) - [marketing strategy](https://pandata.co/blog/tag/marketing-strategy/) - [ethics](https://pandata.co/blog/tag/ethics/) - [ethics in ai](https://pandata.co/blog/tag/ethics-in-ai/) - [humanities](https://pandata.co/blog/tag/humanities/) - [social science](https://pandata.co/blog/tag/social-science/) - [STEM](https://pandata.co/blog/tag/stem/) - [coding](https://pandata.co/blog/tag/coding/) - [linting](https://pandata.co/blog/tag/linting/) - [version control](https://pandata.co/blog/tag/version-control/) - [AI generator](https://pandata.co/blog/tag/ai-generator/) - [AI humor](https://pandata.co/blog/tag/ai-humor/) - [AI humor funny](https://pandata.co/blog/tag/ai-humor-funny/) - [AI in entertainment](https://pandata.co/blog/tag/ai-in-entertainment/) - [AI jokes](https://pandata.co/blog/tag/ai-jokes/) - [humor](https://pandata.co/blog/tag/humor/) - [neural networks](https://pandata.co/blog/tag/neural-networks/) - [Self-driving car](https://pandata.co/blog/tag/self-driving-car/) - [Tesla](https://pandata.co/blog/tag/tesla/) - [bias in data sets](https://pandata.co/blog/tag/bias-in-data-sets/) - [inclusion in ai](https://pandata.co/blog/tag/inclusion-in-ai/) - [AI Team](https://pandata.co/blog/tag/ai-team/) - [AI translator](https://pandata.co/blog/tag/ai-translator/) - [sales cycle](https://pandata.co/blog/tag/sales-cycle/) - [sales strategy](https://pandata.co/blog/tag/sales-strategy/) - [Ethical AI](https://pandata.co/blog/tag/ethical-ai/) - [human centered AI](https://pandata.co/blog/tag/human-centered-ai/) - [algorithmic bias](https://pandata.co/blog/tag/algorithmic-bias/) - [AI roles](https://pandata.co/blog/tag/ai-roles/) - [AI opportunities](https://pandata.co/blog/tag/ai-opportunities/) - [human-centered AI](https://pandata.co/blog/tag/human-centered-ai-2/) - [Explainable AI](https://pandata.co/blog/tag/explainable-ai/) - [Unintended consequences of AI](https://pandata.co/blog/tag/unintended-consequences-of-ai/) - [Bias in AI](https://pandata.co/blog/tag/bias-in-ai/) - [Trusted AI](https://pandata.co/blog/tag/trusted-ai/) - [anthropology](https://pandata.co/blog/tag/anthropology/) - [professional development](https://pandata.co/blog/tag/professional-development/) - [AI Design](https://pandata.co/blog/tag/ai-design/) - [AI Readiness](https://pandata.co/blog/tag/ai-readiness/) - [AI Strategy](https://pandata.co/blog/tag/ai-strategy/) - [A/B testing](https://pandata.co/blog/tag/a-b-testing/) - [AIforall](https://pandata.co/blog/tag/aiforall/) - [diversity and inclusion](https://pandata.co/blog/tag/diversity-and-inclusion/) - [ethicalai](https://pandata.co/blog/tag/ethicalai/) - [DEI](https://pandata.co/blog/tag/dei/) - [blog](https://pandata.co/blog/tag/blog/) - [ODSC west](https://pandata.co/blog/tag/odsc-west/) - [ai decisions](https://pandata.co/blog/tag/ai-decisions/) - [ai decision making](https://pandata.co/blog/tag/ai-decision-making/) - [responsible machine learning](https://pandata.co/blog/tag/responsible-machine-learning/) - [data science consulting](https://pandata.co/blog/tag/data-science-consulting/) - [AI consulting](https://pandata.co/blog/tag/ai-consulting/) - [workplace satisfaction](https://pandata.co/blog/tag/workplace-satisfaction/) - [regulated data](https://pandata.co/blog/tag/regulated-data/) - [healthcare ai](https://pandata.co/blog/tag/healthcare-ai/) - [regulated industries](https://pandata.co/blog/tag/regulated-industries/) - [privacy](https://pandata.co/blog/tag/privacy/) - [surveillance](https://pandata.co/blog/tag/surveillance/) - [AI KPIs](https://pandata.co/blog/tag/ai-kpis/) - [compute in AI](https://pandata.co/blog/tag/compute-in-ai/) - [change management](https://pandata.co/blog/tag/change-management/) - [AI leadership](https://pandata.co/blog/tag/ai-leadership/) - [finance ai](https://pandata.co/blog/tag/finance-ai/) - [responsible ai](https://pandata.co/blog/tag/responsible-ai/) - [machine learning expert](https://pandata.co/blog/tag/machine-learning-expert/) - [machine learning operations](https://pandata.co/blog/tag/machine-learning-operations/) - [notable executive](https://pandata.co/blog/tag/notable-executive/) - [tech award](https://pandata.co/blog/tag/tech-award/) - [trustworthy ai](https://pandata.co/blog/tag/trustworthy-ai/) - [applied ai](https://pandata.co/blog/tag/applied-ai/) - [middle market](https://pandata.co/blog/tag/middle-market/) - [ethical AI strategy](https://pandata.co/blog/tag/ethical-ai-strategy/) - [large language models](https://pandata.co/blog/tag/large-language-models/)