Beyond Market Intelligence/generative AI for data analysis

generative AI for data analysis

generative AI for data analysis on Beyond Market Intelligence: a running collection of 169 stories we have gathered and hand-picked because they are worth your time. Every post here touches on generative ai for data analysis in some way — the news, the analysis, the deep dives, and the occasional surprise find. Acme AI is the next-generation, AI-powered spreadsheet platform built to replace Excel and redefine how analysts, data scientists, and enterprise teams work with data. New stories are added to this page as we find them, so check back if you want to keep up with what is happening around generative ai for data analysis, or subscribe to the RSS feed to get them as soon as they are published. Browse the collection below, or head back to the homepage to see everything Beyond Market Intelligence is covering right now.

40+ Data Analyst Interview Questions and Answers for 2026 [Entry-Level Guide With Code]
Dataquest

40+ Data Analyst Interview Questions and Answers for 2026 [Entry-Level Guide With Code]

Preparing for a Data Analyst interview can be daunting, especially when self-doubt creeps in: "Am I ready? What if I freeze?" This guide alleviates those concerns by providing over 40 essential interview questions and answers tailored for entry-level candidates. With a strong foundation in SQL, Python, and statistics, you can confidently navigate the interview landscape. Dive in to discover the insights and strategies that will empower you to showcase your skills and secure that coveted position in 2026. Let’s transform your anxiety into assurance.

Best Business Analyst Certifications in 2026
Dataquest

Best Business Analyst Certifications in 2026

As you explore business analyst certifications, you’re likely seeking the right credential to elevate your career without unnecessary costs or delays. The decision can be daunting, especially with the range of options available. In 2026, the International Institute of Business Analysis (IIBA) offers three distinct levels of credentials, each tailored to different career stages. The Project Management Institute (PMI) also provides valuable certifications. This guide will clarify your choices, helping you make an informed decision that aligns with your professional aspirations.

Building Digital Trust: An Empathy-Centred UX Framework For Mental Health Apps
Articles on Smashing Magazine — For Web Designers And Developers

Building Digital Trust: An Empathy-Centred UX Framework For Mental Health Apps

In a world where mental health support is vital, designing apps for this purpose requires a deep understanding of user vulnerability. Building Digital Trust: An Empathy-Centred UX Framework for Mental Health Apps presents a transformative approach that prioritizes empathy as a core design principle. This framework shifts the focus from mere functionality to creating trust-first products that resonate with users on a personal level. Discover how you can implement these strategies to foster genuine connections and enhance user experience in mental health applications.

Designing For Agentic AI: Practical UX Patterns For Control, Consent, And Accountability
Articles on Smashing Magazine — For Web Designers And Developers

Designing For Agentic AI: Practical UX Patterns For Control, Consent, And Accountability

In a world where technology can either empower or overwhelm, designing for agentic AI is crucial. Users crave autonomy, but they also need control, consent, and accountability in their interactions with intelligent systems. This guide presents practical UX patterns and operational frameworks that prioritize user trust and transparency. By integrating these design principles, organizations can build powerful systems that not only deliver results but also enhance user confidence.

DataCamp Alternatives: Compare The Best Platforms Side By Side
Dataquest

DataCamp Alternatives: Compare The Best Platforms Side By Side

Are you exploring the best platforms to learn data skills online? If you're considering DataCamp or looking for alternatives, you're not alone. Many learners seek a solution that truly fits their needs. In this guide, we'll compare top DataCamp alternatives side by side, highlighting their unique offerings and advantages. By the end, you'll have a clearer picture of which platform aligns best with your learning style and goals, empowering you to make an informed choice for your data journey.

Data Science vs Data Engineering: Which Career Is Right for You?
Dataquest

Data Science vs Data Engineering: Which Career Is Right for You?

Choosing between data science and data engineering can feel overwhelming, especially when job descriptions blur the lines between these two critical fields. While both roles harness the power of data and offer lucrative career paths, they cater to distinct skill sets and professional aspirations. If you're curious about which path aligns with your strengths and goals, this article will clarify their differences and help you make an informed decision. Dive in to discover insights that could shape your career trajectory in the data-driven landscape.

How to Separate All Sorts of Data Using Excel Formulas
Spreadsheeto

How to Separate All Sorts of Data Using Excel Formulas

Struggling to organize your data in Excel? You’re not alone—separating text from numbers or parsing data based on specific delimiters is a common challenge for many users. Fortunately, Excel formulas provide powerful solutions to tackle these tasks effortlessly. In this guide, we'll explore practical methods to separate all sorts of data, making your spreadsheets cleaner and more effective. Keep reading to unlock these essential techniques and transform the way you manage your information.

Best SQL Certifications in 2026 ― Cost, Prerequisites, and Impact
Dataquest

Best SQL Certifications in 2026 ― Cost, Prerequisites, and Impact

Choosing the right SQL certification can feel overwhelming, especially with so many options available in 2026. But selecting a certification that aligns with your career goals can significantly enhance your data career. In this guide, we’ll compare 11 SQL certifications based on cost, prerequisites, and industry recognition, providing you with the insights necessary to make a well-informed choice. Dive in to discover which certification best fits your unique situation and unlock the potential for your professional growth.

The 2026 Data Skills Roadmap
Dataquest

The 2026 Data Skills Roadmap

Navigating the whirlwind of data skills advice can feel overwhelming, especially when every post seems to advocate for a different path. You might find yourself wondering what truly matters in the fast-evolving landscape of data science. The 2026 Data Skills Roadmap cuts through the noise, offering a clear vision of essential skills that will empower you to thrive. In this guide, we’ll explore the most relevant competencies to prioritize, helping you focus on what drives real impact in your career.

15 Best SQL Bootcamps in 2026: Reviews, Prices, and Comparisons
Dataquest

15 Best SQL Bootcamps in 2026: Reviews, Prices, and Comparisons

Learning SQL can feel overwhelming, especially when you encounter complex queries that challenge your progress. The real question isn’t whether you should learn SQL, but how to master it effectively and swiftly. That’s where bootcamps come in. The best SQL bootcamps of 2026 provide structured learning, expert guidance, and peer support, turning daunting concepts into manageable skills. Ready to discover the top options?

Best Excel Certifications: Which One Matches Your Goals?
Dataquest

Best Excel Certifications: Which One Matches Your Goals?

Are you feeling overwhelmed by the sea of Excel certifications available today? Whether you’re job hunting and encountering “Excel proficiency required” in listings or seeking formal recognition for your existing skills, it’s crucial to choose the right path. The challenge lies in the terminology—some programs label themselves as "certifications," while others may not meet your expectations. In this guide, we’ll clarify the options and help you find the certification that aligns with your goals, empowering you to enhance your career prospects and stand out in

The 6 AI Concepts That Actually Mattered in 2025 (And Will Define 2026)
Dataquest

The 6 AI Concepts That Actually Mattered in 2025 (And Will Define 2026)

In a world where over 100 AI models launched last year and buzzwords flooded the headlines, it’s easy to feel overwhelmed by the rapid pace of change. Yet, at Dataquest, we found that true progress stems from mastering six key AI concepts. These principles not only helped learners cut through the noise but also positioned them to thrive in an evolving landscape. Ready to discover how these foundational ideas can redefine your approach in 2026?

Vector Database Practice Project: Building a Knowledge Base Search System
Dataquest

Vector Database Practice Project: Building a Knowledge Base Search System

Are you ready to transform your understanding of vector databases into a practical solution? In this project, you'll leverage your skills in chunking documents, filtering with metadata, and combining semantic search with keyword matching to create a robust knowledge base search system from the ground up. By collecting and organizing your own data, you'll not only reinforce your learning but also build a valuable tool that enhances information retrieval.

The Data Engineering Roadmap for Beginners (2026)
Dataquest

The Data Engineering Roadmap for Beginners (2026)

Are you eager to dive into the world of data engineering but unsure where to start? The Data Engineering Roadmap for Beginners (2026) is designed to guide you through the essential skills you need to master, regardless of your background. Learn what to focus on first, how long each step takes, and why data engineering is crucial for every data-driven company. Discover the path that will empower you to transform raw data into actionable insights, fueling your career in this dynamic field.

15 Best AI Bootcamps – Compared, Reviewed, Explained
Dataquest

15 Best AI Bootcamps – Compared, Reviewed, Explained

Are you overwhelmed by the myriad of AI bootcamps available and unsure which ones truly deliver value? You're not alone; many aspiring learners face the challenge of discerning between programs that merely scratch the surface and those that provide deep, actionable insights. In this guide, we break down the 15 best AI bootcamps, comparing and reviewing them to help you navigate your options effectively.

15 Data Engineering Skills You Need in 2026 (And How to Build Them)
Dataquest

15 Data Engineering Skills You Need in 2026 (And How to Build Them)

Navigating the evolving landscape of data engineering can be daunting, especially with the endless array of skills like SQL, Python, Spark, and more vying for your attention. As we approach 2026, knowing which of these skills truly matters is essential for staying relevant in this fast-paced field. This guide not only highlights the 15 critical data engineering skills you need to thrive but also offers practical steps to build them.

Intent Prototyping: A Practical Guide To Building With Clarity (Part 2)
Articles on Smashing Magazine — For Web Designers And Developers

Intent Prototyping: A Practical Guide To Building With Clarity (Part 2)

Are your static mockups stalling your design process? It's time for a transformation. In this second part of our guide to Intent Prototyping, we’ll explore how AI can elevate your design intent—from UI sketches to user flows—into dynamic, live prototypes. This disciplined approach not only fosters clarity but also serves as your primary canvas for ideation. Dive in to discover practical steps that empower you to innovate with confidence and streamline your design workflow. Let's unlock your creative potential together!

AI In UX: Achieve More With Less
Articles on Smashing Magazine — For Web Designers And Developers

AI In UX: Achieve More With Less

Are you finding that your traditional UX processes are slowing you down? Embracing AI can transform your workflow, allowing you to achieve more with less effort. In this insightful piece, Paul Boag explores a powerful mental model for collaborating with AI: treat it like an eager intern—full of potential but needing guidance. Drawing from real client projects across user research, design, development, and content creation, Boag shares valuable lessons that will empower you to harness AI effectively.

Effectively Monitoring Web Performance
Articles on Smashing Magazine — For Web Designers And Developers

Effectively Monitoring Web Performance

Is your website struggling to perform despite following every optimization tip? Monitoring web performance is not just about quick fixes; it’s about maintaining an agile, responsive site that meets user needs. In this article, Matt Zeunert shares a strategic approach to web performance optimization, highlighting the crucial role of data in identifying your most impactful pages. Dive in to discover how to transform your website into a high-performing asset that not only attracts visitors but also keeps them engaged.

CSS Gamepad API Visual Debugging With CSS Layers
Articles on Smashing Magazine — For Web Designers And Developers

CSS Gamepad API Visual Debugging With CSS Layers

Debugging controllers can be frustrating, especially when you're relying on legacy tools that don’t quite fit the bill. Fortunately, the CSS Gamepad API offers a transformative approach to visual debugging. In this guide, we'll explore how CSS layers can streamline your debugging process and help you create a reusable visual debugger for your projects. Get ready to simplify your workflow and enhance your game development experience with practical insights that will empower you to tackle controller issues like a pro.

Beyond The Black Box: Practical XAI For UX Practitioners
Articles on Smashing Magazine — For Web Designers And Developers

Beyond The Black Box: Practical XAI For UX Practitioners

In the evolving landscape of AI, explainable AI (XAI) is more than a data science concern—it's a critical design challenge that shapes user trust and product effectiveness. Victor Yocco’s insights provide practical guidance and design patterns to seamlessly integrate explainability into your AI products. By embracing XAI, UX practitioners can enhance user experiences and drive adoption. Dive in to discover tangible strategies that empower you to create transparent, trustworthy AI solutions that resonate with users and elevate your designs.

Giving Users A Voice Through Virtual Personas
Articles on Smashing Magazine — For Web Designers And Developers

Giving Users A Voice Through Virtual Personas

Are you struggling to make sense of scattered user research? Imagine transforming that chaos into clear, AI-powered personas that articulate diverse perspectives from just one question. With our innovative approach, you can harness the power of virtual personas to give users a voice, consolidating feedback in a way that’s easy to understand and actionable. Continue reading to discover how this cutting-edge technology can enhance your user insights and drive more informed decision-making. Let’s unlock the potential of your research together!