CDP vs DMP: understanding the differences
Learn the differences between Customer Data Platforms and Data Management Platforms (CDP vs DMP). Discover how DMPs manage Internet user data to...
Discover five software platforms that apply the Learning by Doing theory to build real skills at work, from Digital Adoption Platforms to language apps
Five software platforms stand out for applying the Learning by Doing theory in practice: Lemon Learning, Duolingo, Salesforce Trailhead, LinkedIn Learning, and Adobe Creative Cloud. Each embeds hands-on practice directly into the user experience, turning repetition and real-task completion into the core learning engine. If you want to weave this evidence-based training method into your organization's programs, the tool you choose will determine how well the theory translates into measurable skill gain.
Learning by Doing is a pedagogical principle associated with philosopher and education reformer John Dewey, who argued that meaningful learning happens through direct experience and reflection rather than passive instruction. In a software context, this means users acquire skills by completing real tasks inside an application, not by watching a presentation beforehand. The approach develops problem-solving ability, autonomy, and retention because the learner must actively engage with the material to progress.
Lemon Learning is a DAP (Digital Adoption Platform) that embeds Learning by Doing directly inside your existing business software, guiding employees step by step through real workflows without pulling them out of the tools they use every day.
Lemon Learning's no-code editor lets company managers build interactive guides that sit inside any web-based application. Instead of watching a video and then attempting a task, employees learn by completing the actual task, guided by contextual tooltips and prompts at the exact moment they need them. This in-workflow approach aligns with the core principle of Learning by Doing: practice in context produces faster, more durable skill development than front-loaded theory.
The platform also includes an AI assistant that responds to plain-language prompts inside the application, reducing the time employees spend searching for help and lowering support ticket volume for IT teams.
"You can run the most interesting project in the world, but if there is no support for users, adoption will be very limited. So you need tools that let people build skills on these new tools easily and intuitively."
Lemon Learning works alongside in-person or virtual onboarding sessions. Managers create customized guides, monitor adoption through a dedicated analytics dashboard, and iterate on content as software evolves. Key features include:
For organizations looking at real-world results from Learning by Doing integration, documented case studies show measurable reductions in onboarding time and support costs. The platform's learning and development solution is specifically designed to connect in-app guidance with broader L&D strategy.
Duolingo applies Learning by Doing to language acquisition through short, interactive exercises that require active responses rather than passive reading.
The platform structures language learning around a combination of listening, speaking, reading, and writing tasks. Each lesson is interactive: users must produce an answer, not simply recognize one. Personalization algorithms adjust difficulty based on performance, and a streak-based reward system reinforces daily practice. Courses are designed around learning science principles, including spaced repetition to improve long-term retention.
While primarily a consumer product, Duolingo can be incorporated into corporate language programs by setting team challenges, tracking completion through its business tier, or using it as a low-friction supplement to structured language training. The app is available on Android (Google Play) and iOS (App Store).
Salesforce Trailhead delivers role-based digital skills training through hands-on modules that connect directly to a live Salesforce environment, making it a strong example of Learning by Doing for CRM (Customer Relationship Management) professionals.
The platform organizes content into trails (curated learning paths), modules (individual lessons with quizzes), and projects (guided tasks completed inside a real Salesforce instance). Learners earn points and badges on completion, and many paths lead to Salesforce certifications that carry recognized value in the job market. Topics range from CRM fundamentals to AI tools and data analytics.
Organizations that run Salesforce can assign specific trails to new hires as part of onboarding, or use the platform's Trailhead for Business offering to manage learning at team scale. Independent professionals use it to develop in-demand skills and connect with a large practitioner community. The platform is free at the individual level.
LinkedIn Learning integrates practical skill development into the world's largest professional network, allowing employees to learn at their own pace and immediately apply credentials to their professional profiles.
The platform offers video-based courses across business, technology, and creative topics, each broken into short chapters with quizzes and hands-on exercises. MOOCs (Massive Open Online Courses) supplement the core library, and completion generates a certificate that can be displayed directly on a LinkedIn profile. AI-driven recommendations surface courses relevant to a learner's stated role and goals.
HR and L&D teams can assign curated learning paths to employees and track progress through LinkedIn Learning's administrative dashboard. For individuals preparing for a career transition, the platform's role-based paths address specific skills gaps directly, making it relevant for self-directed learners at all seniority levels. Licensing is available at the individual, team, and enterprise tiers.
Adobe Creative Cloud promotes Learning by Doing by giving users direct access to professional creative tools alongside integrated tutorials, allowing employees to develop digital skills by working on real projects from day one.
A Creative Cloud subscription provides access to the full Adobe suite, including Photoshop, Illustrator, Premiere Pro, and Adobe Express. Each application includes in-app tutorials and guided projects that teach features in context. The platform also offers Adobe Learn, a dedicated resource library with step-by-step video instruction. Users can store and share assets through Creative Cloud Libraries.
Creative teams can use Adobe Creative Cloud to onboard new designers by assigning guided projects that mirror actual work deliverables. The self-paced tutorial library supports structured learning alongside open-ended practice. Enterprise plans include centralized license management and access controls for IT administrators.
Each platform applies Learning by Doing differently depending on its primary use case. The table below summarizes the key distinctions.
| Software | Primary Use Case | Learning by Doing Mechanism | Best For |
|---|---|---|---|
| Lemon Learning | In-app software adoption | Interactive guides embedded in live business tools | Enterprise onboarding and software training |
| Duolingo | Language learning | Active response exercises with spaced repetition | Personal and corporate language programs |
| Salesforce Trailhead | CRM and digital skills | Hands-on projects in a live Salesforce environment | Salesforce users and certification seekers |
| LinkedIn Learning | Professional development | Video courses, quizzes, and role-based learning paths | Broad workforce upskilling and career transitions |
| Adobe Creative Cloud | Creative and design skills | Real-project work inside professional creative tools | Design teams and digital content creators |
The right tool depends on what skill you need to develop and where the learning needs to happen. For organizations rolling out new enterprise software, a DAP like Lemon Learning delivers guidance inside the application itself, which directly addresses the point of friction. For language skills, creative work, or platform-specific certifications, Duolingo, Adobe Creative Cloud, and Salesforce Trailhead each serve their respective domains well. LinkedIn Learning covers the broadest range of professional skills and is a practical option for general workforce development or career-transition support.
In all cases, the common thread is that passive instruction is replaced by active practice. That shift, from watching to doing, is what the Learning by Doing theory identifies as the driver of durable skill development. For a broader look at how continuous practice supports long-term organizational capability, the principles of continuous learning as a business strategy provide useful context.
The five most widely cited learning theories are behaviorism (learning through conditioning and reinforcement), cognitivism (learning as mental processing), constructivism (learning by building on prior knowledge), humanism (learning driven by personal growth), and connectivism (learning through networks and digital connections). Each theory informs how educators and software designers structure training experiences.
Common examples include interactive software simulations, hands-on lab exercises, language practice apps like Duolingo, guided walkthroughs inside business tools, project-based challenges on platforms like Salesforce Trailhead, and in-app tutorials that ask users to complete real tasks rather than just watch demonstrations.
Educational software is any application designed to support learning or skill development. Examples include Duolingo for language learning, Salesforce Trailhead for CRM and digital skills, LinkedIn Learning for professional development, Adobe Creative Cloud for creative skill-building, and Digital Adoption Platforms such as Lemon Learning for in-app software training.
Learning by doing builds practical problem-solving, critical thinking, creativity, self-confidence, autonomy, and the ability to apply knowledge in real contexts. In workplace settings it also strengthens tool proficiency, cross-team coordination, and the habit of continuous self-directed learning.
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