How SweetRush “Unicorn SMEs” Powered a Global MOOC Library Expansion

Executive Summary

Our client, a leading MOOC provider, sought to expand its course catalog with career-focused certifications and short-courses, but faced the challenge of finding subject matter experts (SMEs) who combined industry expertise with a passion for teaching. SweetRush’s unique blend of L&D experts staffing and custom learning solutions enabled us to hand-select “unicorn SMEs” who not only shaped the curriculum but also delivered compelling instruction, resulting in 14 top-rated certificate programs reaching millions of learners globally.

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The Client and Need

Our client, a massive open online course (MOOC) provider with more than one hundred million registered users, identified an opportunity to expand its existing library to include career-based certificate programs and short-form courses. Focusing on in-demand skills in areas such as IT support, AR development, UX design, project management, data analytics, and supply chain management, our client’s goal was to equip its users with the skills needed to excel in today’s competitive job market.

With an existing content library of more than 7,000 courses that include programs developed by many of the world’s leading brands and universities, the new courses needed to uphold the quality and standards that our client’s audience have come to expect. 

The courses needed to: 

  • Drive real-world impact, ensuring graduates are equipped with the skills needed to excel in today’s competitive job market.
  • Engage a diverse audience by connecting with global learners from all walks of life through authentic and relatable learning experiences.

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The Challenge

To execute their vision, our client needed a solutions provider who could bring academic rigor and real-world relevance while delivering an exceptional learner experience

Specifically, our client needed a partner with access to subject matter experts (SMEs) who have industry experience and expertise and a passion to teach—SMEs who can translate their deep knowledge into compelling educational content.

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The SweetRush Solution

With more than a decade of experience in L&D staffing solutions and double that as an award-winning custom learning solutions provider, SweetRush was uniquely placed to solve our client’s challenge.

  • Our two decades of L&D expertise means we know what makes a great SME tick—both on paper and in the virtual classroom.
  • Our vast network of talent connects us with industry leaders eager to share their knowledge.
  • Our rigorous staff augmentation vetting process enables us to handpick the experts who meet our client’s exacting needs—in this instance, those with a passion for teaching and a knack for storytelling.

 

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Client Testimonial:

“SweetRush understands our needs deeply. They have taken the pressure off of us when it comes to onboarding SMEs to the requirements of content development. They leverage their expertise to help us find unicorn SMEs who are not only experts in their field but also excel at creating content. They have done so at a reasonable cost and on impressive timelines.”  

—Senior Program Manager, SweetRush Client

 

Once screened, selected, and onboarded, these “unicorn SMEs” played a crucial role in:

  • Recommending the learner journey: Supporting the client with curriculum design including consulting on the learning objectives, content outlines, and the sequence, structure, and flow of the learner journey
  • Creating authentic hands-on activities: Drawing inspiration from their own experiences to recommend and co-create authentic, realistic, and impactful scenarios 
  • Developing meaningful assessments: Ensuring learners are equipped with and tested on the knowledge and skills they need to face challenges in the real world
  • Crafting compelling video scripts: Lending authentic voices, perspectives, nuance, and stories that engage, motivate, build trust with, and inspire learners  

In addition, some of the SMEs we placed, specifically those with expertise in cutting-edge topics like generative AI and nuanced areas such as DEI, were invited to star in the videos and present the content.  

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The Results

Our staff augmentation partnership has led to the creation of 14 industry-leading certificates, each featuring more than 90 hours of engaging, practical instruction that have reached millions of learners worldwide. 

Boasting an average learner rating of 4.8 out of 5, the certification programs and courses have consistently ranked among the most popular on the client’s platform. This feedback speaks to the effectiveness and appeal of our expert-led approach to upskilling and reskilling. SweetRush’s ability to consistently source top-notch SME talent has earned us the client’s highest quality rating (5 out of 5 stars) and secured our position as their exclusive vendor for SME resourcing.

When We Succeed, You Succeed!

Our success in exceeding the high expectations of today’s learners has solidified our client’s reputation as a pioneer in the online education space, demonstrating the power of collaboration, expertise, and a shared vision for the future of learning.

AI in Action: Your Questions about AI Coaching, Skills Training, and Workflow Enhancements…Answered!

L&D innovators are making extraordinary strides in adding AI to their learning strategies and solutions, sparking questions about AI coaching, and they’re eager to show their work.

We helped a few of our own client-partners do just that at a recent Training Industry Tech Talk. Our whirlwind tour showcased seven projects that leverage generative AI (genAI) in three different ways: 

 

AI-Driven Learning Experiences: Using genAI to create highly personalized, adaptive learning solutions tailored to each learner

 

AI Workflows and Research: Leveraging AI to streamline an L&D team’s internal processes to improve productivity, while also conducting research to continually evaluate the accuracy and effectiveness of AI-powered learning experiences (above)

 

AI Training Programs: Creating training programs about AI that help to equip an enterprise workforce with the skills and knowledge they need to thrive in the rapidly changing age of AI

 

 

Gen AI L&D Playbook

 

Below are the questions that came up during this rapid-fire review (now with answers!): 

 

 

 

 

 

What programs do you use to create AI-driven learning experiences?

We’re technology-agnostic and are able to adapt our solutions based on the unique needs and organizational contexts of our clients. We’ve successfully integrated both Claude by Anthropic and ChatGPT by OpenAI into our solutions. Using a more varied toolbox helps us recommend the most effective solutions for their organization’s needs and existing infrastructure. We’ll work—and evolve—with the AI infrastructure, tools, and policies already in place.

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Is genAI coaching technology best for individual or group training sessions?

First, a quick recap of Hilton’s genAI-powered, immersive Delivering on Our Customer Promise guest service skills coaching experience. It’s created with WebXR, a browser-based virtual reality (VR) technology that can be accessed via headset, computer, tablet, or smartphone. 

Learners—hotel team members—land in a digital twin of a Hilton property where they meet a concerned 3D-animated “guest” who expresses an issue with their stay. 

Learners must resolve the guest’s issue using Hilton’s five-step problem resolution model, HEART, and speaking their response into their device’s microphone. (Experience a scenario in this video excerpt from the Training Industry Tech Talk.)  

On the back end, a large language model (LLM) transcribes the learner’s speech into text and compares the content against a rubric. Learners then receive detailed feedback and a pass/fail “grade” on each step of the HEART model (See Q3 below for details on how we “trained” this LLM.) All feedback is delivered by VIC, Hilton’s knowledgeable, endearing robot emcee and coach. 

Delivering on Our Customer Promise makes for great individual practice because it gives learners a safe space to put nuanced conversational skills to the test. With its in-depth analysis of each learner’s responses and very personalized feedback based on what they said, this solution was designed expressly as an individual experience.

As custom content creators, we can also help a client-partner create a group-based immersive genAI coaching experience. For example, one learner’s interactions within the scenario might be screencast to the larger group, with a facilitator encouraging dialogue and reflection on each learner’s experience. We can create materials like a facilitator and/or participant guide to ensure a great discussion every time—with no prep needed!

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How do you train AI coaches like Hilton’s?

We’ve already touched on the LLM behind Hilton’s Delivering on Our Customer Promise immersive coaching experience (Q2 above). Here’s how we crafted the prompt that powers VIC, the robot coach and emcee of the experience: 

  • 1. Creating a Knowledge Database: We considered the vast stores of knowledge and context an expert brings to a coaching interaction: a thorough knowledge of how to apply the five-step HEART model of problem resolution and coach team members to do the same, along with a wealth of examples of what good, great, and not-so-great look like. 

We then added this expert knowledge to a database that helps to increase the context for every prompt and also helps prompts to generate “relevant, accurate, and useful” results. This process, known as retrieval-augmented generation (RAG), extends the LLM’s capabilities in specific domains, such as an organization’s internal knowledge base.

  • 2. Role and Goal: We then told the LLM who it was and how it should behave. This LLM is a manager of a Hilton hotel, and its goal is to ensure that hotel team members are resolving each guest’s problem by correctly following the HEART model. This step gives the LLM a personality, backstory, and communication style that feels authentic, not mechanical—and contributes to the “story” that unfolds in each immersive scenario. We also fed this Role and Goal information back into the Knowledge Database (above) to provide further context for the prompt.
  • 3. Step-by-Step Instructions: Here, we provided additional context to the LLM by breaking down each step of the HEART model with very specific written descriptions. We then began to feed it with examples of desired responses to help clarify how learners should perform. 

This step is essential for an experience focused on nuanced skills like showing empathy: To respond accurately, the LLM needs numerous examples of what “good” sounds like. (As we hone the LLM’s understanding of a good response, we feed new iterations back into the Knowledge Base.)

  • 4. Constraints: To prevent the LLM from acting in unexpected ways, we worked with Hilton SMEs to define nonexamples. That is, responses that are inappropriate—for example, offering a free night’s stay. You guessed it: We feed these back into the Knowledge Base to provide additional context. 
  • 5. Pedagogy: Here, we conditioned the LLM to give feedback on the learners’ performance to help them reflect on their successes and opportunities—and correct their missteps during their next attempt. As we refine this part of the prompt, it, too, is fed into the Knowledge Base.   
  • 6. Testing: In this vital step, we engage Hilton’s SMEs to create further examples (and nonexamples) of potential HEART model applications and increase the quality of the feedback learners receive. On a continuous basis, SMEs test the scenarios and provide the development team with additional knowledge and context…which, in turn, is fed back into the Knowledge Base for further refinement.

 

Gen AI L&D Playbook

 

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In terms of digital accessibility, do you have any experience or use cases in using AI to assist with ensuring we are meeting accessibility (WCAG 2.2) guidelines?

Yes! Our Accessibility team created a chatbot to use as a source of quick information about WCAG compliance. We “trained” the LLM via a similar process to that described above in Question 3; however, it worked less as a coach and more as an information-retrieval tool. Our team began by adding a Knowledge Base composed of detailed accessibility checklists, documents, and websites containing WCAG guidelines. The chatbot’s Role and Goal was to serve as an expert member of a learning team who had deep knowledge of accessibility. Because its function was to search existing information to provide answers to team members’ questions, it didn’t need to act as a coach or provide feedback on our team’s performance—though it certainly could be trained to do so!

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How engaged do stakeholders need to be in an AI-powered experience like Hilton’s, versus a more traditional instructor-led training (ILT) or video instructor–led training (VILT)?

It takes a very collaborative process to create an experience like Hilton’s Delivering on Our Customer Promise. We needed Hilton stakeholders to go through the experience multiple times to help us vet the accuracy of the AI coach’s responses and refine the prompt accordingly. In more traditional modalities, such as ILTs, VILTs, videos, or eLearning modules, stakeholders only need to review milestone deliverables like presentation materials, storyboards, prototypes, and the final build. With AI simulations like these, though, more robust stakeholder involvement is required to ensure accuracy.

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My company has banned ChatGPT for employee use. How prevalent is that stance, and how have you worked around it?

Quite prevalent, in fact! Cisco’s 2024 Data Privacy Benchmark Report finds that 27% of companies have banned GenAI applications altogether, at least for the time being. And with so many folks entering sensitive data into these applications—including confidential employee information and intellectual property—it’s not surprising that they’re feeling cautious. 

We don’t recommend working “around” a ban! If you’re curious about an AI tool, check it out—on a personal device, with non-work-related data. Meanwhile, we recommend that you ask your organization’s leaders about their security and ethical concerns and what’s at stake. What, if any, measures would need to be in place for them to consider an AI tool? Where could an AI tool help you shave budgets or timelines?

Knowing where your leaders are coming from and sharing your team’s AI aspirations empowers you to play an active role in your organization’s conversation. You’ll need an expert (or two) at the table to help you work through the many considerations and concerns every organization should address before leveraging any AI tool. We’re happy to help guide that conversation and even offer a customizable workshop that can help you and your stakeholders shake out their needs, concerns, and wishlists. (Wondering about this workshop? Check out this video excerpt.)

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When an AI learning solution is delivered to the customer, are you using a closed AI system?

Let’s start with a quick level-set on the distinction between open and closed AI systems in the eLearning landscape:

  • Open AI Systems: These platforms openly share their underlying code and training methodologies. This transparency allows the broader community to contribute improvements, customize the system, or even build entirely new applications upon it.
  • Closed AI Systems: These systems keep their code and training processes confidential, typically restricting access to a select group. In the eLearning context, this could mean limiting access within an organization to protect proprietary data or maintain control over the learning experience.

All of our AI-powered learning solutions are built upon closed AI systems. Doing so ensures the highest level of security for your data and allows us to tailor the solution precisely to your organization’s unique needs.



The Best LMS for Your Needs? It Depends

Friendly Advice from Dr. John B. Cleave, MS Education, PhD Computer Science, on Figuring The Best LMS for Your Needs

If you’re looking for the Learning Management System (LMS) that best delivers the Learning Experience (LX) you envision, a search offers endless guidance, but almost all is from LMS vendors.

Here are questions I’ve found useful when weighing an LMS adoption, gleaned over decades of hands-on experience with countless LMSs and clients.

I’m not pitching a particular LMS, because the right one for you depends on your situation, and there are 900+ to choose from—who am I to say?

Instead, I suggest considerations anyone looking to adopt an LMS should entertain, to take or leave. The better you’re able to articulate what you need, the easier it is for an LMS vendor to accommodate, and the happier you both will be. 

And since I’ve been in the middle of this, I want to ensure both client and vendor are happy, because then I’m happy.

Read on and get answers for frequent questions about LMS:

 

What is an LMS, exactly?

An LMS is a web platform, internal or external, learners access via their browser to consume one or more LXs: eLearning, instructor-led training (virtual or live), forums, assignments, assessments, course materials, and digital content such as video and PDFs. Ideally, lots.

An LMS by definition offers three core capabilities:

1

     

Training content storage, organization, and access. Structure courses and curricula (aka learning paths or journeys) and either upload content or enter it or both to fill out the courses and curriculum.

2

 

User management. Register learners, grant access, assign curricula or enable self-enrollment, send nudges, and help.

 

3

 

Administration. Oversee consumption, automate notification, troubleshoot issues, track progress, assess skills/knowledge, generate reports, keep the machine running.

 

LMSs differ along other dimensions:

  • Degree and extent of onboarding & support
  • LX approach
  • Industry and regulatory specialization
  • Features and affordances (accessibility, responsiveness, e-commerce, etc.)
  • Malleability of the platform’s look and feel and organization
  • Catalogs and on-demand training showcase potential
  • Technology Integrations (SSO, APIs and webhooks, headless apps, standards such as SCORM LTI)
  • Gamification (points, leader boards, badges)
  • Social forums
  • Ease of administration
  • Content authoring
  • Skill-based curricula tagging and management
  • AI capabilities (currently a biggie)

Do you need an LMS?

This is always the first question I ask. If you simply want to make online training available to interested learners, (especially right away) and care less about tracking (outside of Google Analytics) or gatekeeping (login), why not just put your training on your web server or content management system? Virtually all authoring tools can publish for the web, and LMS cost is then zero.

On the other hand, an LMS helps you…

  • Deliver instructor-led training (in person or in a web conference)
  • Blend ILT/vILT and eLearning
  • Provide bookmarking and LX state storage
  • Assign different LXs to different learners
  • Track completions
  • Restrict access to authorized users
  • Provide accurate reporting
  • Conduct surveys
  • Add courses and curricula systematically
  • Do updates routinely and smoothly

How much does an LMS cost?

All LMSs (that I know of) charge based on the number of learners. Take the time to think through this, as it dictates your payments. LMS vendors offer one or two options:

Annual subscription

This is the generally-accepted LMS pricing model. You pay based on the total number of learners registered on the platform over the year (usually sold in tiers such as 1–250, 251–500, 500–1000, and so on).

Plus a one-time setup fee, from nothing to $5-10K or more, not inconsiderable.

So, if you have an audience with a predictable number of learners getting training throughout the year, it’s easy: You buy a tier and pay the annual fee plus the 1-time setup fee. In future years, you pay only for the predictable annual fee.

But suppose you’re creating training for an audience who may not show up, say, customers, channel partners, learners paying for training, or internal learners where training is optional? Under Annual Subscription, you pay for everyone who was registered, regardless of use.

 

LMS Monthly Active Users (MAU) subscription

 

Monthly Active Users (MAU) subscription

Under an annual subscription, if you register, say, 1,000 users, you pay for 1,000 users, even if only a small portion use it. Some LMS vendors offer an alternative pricing model, typically called Monthly Active Users (MAU): Instead of basing cost on total user registrations over a year, MAU pricing is based on the actual/average number of logins per month

Let’s say you sign a contract that allows for 500 MAU. You could upload 10,000 users into the system (and/or allow self-registration, which brings in some n registrants: as long as no more than 500 unique users log into the LMS in a given month (* 12 months = ~6,000 learners over the year), pricing is fixed, month to month, and much less cost than paying for, say, 6,000 learners. What’s more, vendors are generally relaxed if you go above MAU on a given month, as long as you’re averaging around it. And if you are above more consistently, vendors are happy to upgrade you — and you’re probably happy to pay more, since you’re having more success.

Which plan is best for you?

  • Choose an annual subscription if you expect learners to be logging in for training throughout the year and have a handle on how many
  • Choose a MAU subscription if learners are only logging in for period of hours, days, weeks, or months, and unlikely to return throughout the year

What type of LXs do you want the LMS to deliver, and how?

Virtually all LMSs deliver two fundamental types of LX:

  • On demand (eLearning, videos, PDFs, podcasts, libraries, forums)
  • At a time and place (class or conference room, Zoom call, Teams meeting, workshop, site visit)

No LMS handles every LX equally well. The more clearly you can articulate the LX you seek, the better an LMS vendor to demonstrate potential for doing so or not, and in the end we all profit.

Another consideration is how you plan to organize the LXs you’re delivering. Are they curricula (sequences of courses, aka learning journeys or paths) or individual courses available à la carte? Or both? Can you lay your content organization plans out in tables? Keep in mind that, once you select an LMS, you have to assemble your training following its organizational scheme, so look to see if there’s a natural correspondence with the structure you envision.

If you seek to create a place where learners interested in learning more can enroll in classes, be sure to check out an LMS’s “catalog” capability, which is where you offer on-demand training opportunities. Also check out whether you can upload videos, PDFs, and other materials to a library for general access, if this is of value to you.

 

What type of LXs do you want the LMS to deliver, and how?

What devices will learners use to access the LMS?

Do your learners work mainly on desktop or laptop computers, or tablets or phones, or both? If the former, all LMSs handle it. If the latter or both, look for an LMS that’s “responsive,” meaning it displays content equally well on different devices and screen sizes (e.g., phones, tablets in portrait mode, laptops, desktops with large monitors, etc.).

Some LMS vendors provide a native app (obtained via the Apple Store or Google Play) learners can download and install on their devices. These not only render the training appropriately for the device but often download training content so it can be consumed without internet connectivity (e.g., on a factory floor or in a hospital). But learners have to install a native app on their device, which many avoid.

Do you need to author LXs within the LMS?

For organizations seeking to create and deploy training quickly, some platforms allow them to author content directly within it—which spawned a separate product category, the Learning Content Management System (LCMS). Go in and create a course using an HTML editor, forms, and widgets, and publish the course with the push of a button.

Though this might seem attractive, give it thought. Once you start using an LCMS to create content, you’re locked into it. Few provide an easy way to export content, so migration to another delivery platform is labor-intensive. What happens if it isn’t working for you after a year?

If instead you create your training content via external authoring tools (countless numbers of which can produce SCORM packages, MP4s, PDFs, and other digital assets), shifting to another LMS is easier. Plus, authoring tools are always more powerful than an LCMS at creating engaging LX, since that’s what they do.

 

 

What learning analytics do you want?

All LMSs provide a means to generate reports that show who has started and completed what training, individually or by group, and most allow you to export the data (say, as .csv or .xls file) for further purposes. Many also provide the means to visualize your data in graphs and charts. 

Some use SCORM well to provide data on how learners consumed your training: how long they spent in an eLearning module, the number of times they accessed a piece of training, and so on. Some LMSs have built-in assessment and survey capabilities, with reporting to go with it: You can then look at what learners got right and wrong on an assessment to figure out what additional training to provide them, or you can conduct a survey (such as a “smile sheet”) and see how learners felt about the training to help you improve it in the future.

Imagine how you’d like to stay on top of learner progress and attitude over LXs, and use that as a lens to evaluate an LMS’s reporting capability.

Are you hoping to grow communities of practice?

Sometimes L&D people seek to provide a social space for learners where they can ask questions, post comments, and learn from each other as well as from experts. To address this need, many LMSs provide a means to create groups and forums where learners can ask questions or make comments and get responses.

People who post expect someone to respond, so you will need a staff member to monitor forums in order to answer questions, post news and information, and spark discussion. Make sure your team has bandwidth to support this.

Some LMSs offer the means for learners to upload their own materials to share with others, which might also be useful to you, but needs oversight.

 

All LMSs provide a means to generate reports that show who has started and completed what training, individually or by group, and most allow you to export the data (say, as .csv or .xls file) for further purposes.

How much LMS administration can you provide, realistically?

No LMS is a “set it and forget it” deal. Someone has to create and structure courses and curricula, write descriptions, upload course content, add users and assign them to training, run reports, oversee customization and adaptation, provide help to learners, manage notifications, support instructors, and troubleshoot issues. Large organizations have teams of people to do this work. Smaller organizations often have limited manpower and technical prowess, which could make it challenging to maintain and update the LMS.

Many LMSs offer automation (e.g., rules) to reduce administrative work:

  • Allow learners to self-register
  • Auto-assign learners to trainings based on their role or department, group membership, or other criteria
  • Send out automated emails nudging learners to complete training
  • Run reports at designated times (e.g., end of the month)

If your organization has limited resources, deeply explore the automation an LMS provides and its potential to lessen labor demand based on your situation and needs.

You should consider outsourcing some of your LMS administrative duties to contractors, freeing your L&D team to do things that deliver more value.

What other LMS features should you consider?

Here are other capabilities you may need:

e-Commerce

If you’re planning to sell training to learners, you need a way for them to purchase it online. Many LMSs include built-in eCommerce capabilities (commonly Stripe or PayPal) that allow learners to purchase a course using their credit card, while other LMSs make this harder. And will you accept only US dollars or international currency? Few payment processors handle the latter well. Your accountant will have opinions on this, too, so involve them.

Accessibility

In the United States, the Americans with Disabilities Act mandates that organizations provide learner accessibility. For LMS delivery, that means complying with the Web Content Accessibility Guidelines (or WCAG), typically version 2.1 AA, which covers things such as support for screen readers, closed captioning for media, contrast, and so on. Any LMS you’re considering ought to be WCAG compliant or working actively to become so. And note that, not only must the LMS be accessible, but the content you put into the LMS must be accessible as well, which is not the LMS vendor’s responsibility.

Localization

If your learners do not speak the same language, you will likely want an LMS that supports multiple languages. As with accessibility, both the LMS itself and the content you put into it must support this, the LMS vendor doesn’t do translation, only switching.

Gamification

Many LMSs offer the means for learners to earn points or badges for logging in and completing training, as a motivation for learners to engage in it. I’m skeptical this actually works, but if you disagree, explore this feature with LMS vendors, most offer it. Just do me a favor and make the points and badges somehow meaningful.

Nudging

Many LMSs enable you to create notifications that “nudge” learners to complete training—say, emailing learners when training deadlines are approaching, if they haven’t logged in for a while, when they are enrolled in a new course, when they do something notable such as complete a course or earn certification, or when their assignment has been graded. Nudges can often be automated, so emails go out automatically when particular events are triggered (enrollment, course completion, etc). But if you do too many, it’s irritating, so you need to find a balance.

So what’s the key takeaway?

Think through the Learning Experience you want to provide learners, in some detail, before weighing LMS options. Use the questions above to spur thought and discussion. Because the better you can articulate what you seek to LMS vendors, the better vendors can articulate what they’ll deliver, and in the end, you both profit. Which is beautiful.

 

 

SweetRush - John Cleave - LMS Expert

About the author

This article was written by Dr. John B. Cleave, MS Education, PhD Computer Science. Dr. Cleave has been intimately involved in delivering many thousands of hours of LX on many hundreds of platforms for many hundreds of clients to address many hundreds of needs over 3+ decades in L&D devoted to perfecting his craft. He thinks you have to do LX design with LX delivery in mind, because if you can’t deliver, design doesn’t matter. And only the organization itself can figure this out: an LMS is simply a tool, one of many, it won’t do it on its own.

John heads up LMS Consulting at SweetRush (among other pursuits). If you have a question about LMSs or seek advice, he’s happy to talk. Email him at [email protected].