Content Operations

Can your learners find critical content when they need it? How do you deliver personalized learning experiences at scale? A learning content taxonomy might be your solution! In part one of this two-part series, Gretyl Kinsey and Allison Beatty share what a taxonomy is, the nuances of taxonomies for learning content, and how a taxonomy supports improved learner experiences in self-paced e-learning environments, instructor-led training, and more.

Allison Beatty: I know we’ve made taxonomies through all sorts of different frames, whether it’s structuring learning content, or we’ve made product taxonomies. It’s really a very flexible and useful thing to be able to implement in your organization.

Gretyl Kinsey: And it not only helps with that user experience for things like learning objectives, but it can also help your learners find the right courses to take. If you have some information in your taxonomy that’s designed to narrow it down to a learner saying, “I need to learn about this specific subject.” And that could have several layers of hierarchy to it. It could also help your learners understand what to go back and review based on the learning objectives. It can help them make some decisions around how they need to take a course.

Related links:

• The challenges of structured learning content (podcast)


• DITA and learning content


• Metadata and taxonomy in your spice rack


• Transform L&D experiences at scale with structured learning content


• Rise of the learning content ecosystem with Phylise Banner (podcast)

LinkedIn:

• Gretyl Kinsey


• Allison Beatty

Transcript:

Introduction with ambient background music

Christine Cuellar: From Scriptorium, this is Content Operations, a show that delivers industry-leading insights for global organizations.

Bill Swallow: In the end, you have a unified experience so that people aren’t relearning how to engage with your content in every context you produce it.

Sarah O’Keefe: Change is perceived as being risky, you have to convince me that making the change is less risky than not making the change.

Alan Pringle: And at some point, you are going to have tools, technology, and process that no longer support your needs, so if you think about that ahead of time, you’re going to be much better off.

End of introduction

Gretyl Kinsey: Hello and welcome. I’m Gretyl Kinsey.

Allison Beatty: And I’m Allison Beatty.

GK: And in this episode, we’re going to be talking about taxonomy, particularly for learning content. This is part one of a two-part podcast.

AB: So first things first, Gretyl, what is a taxonomy?

GK: Sure. A taxonomy is essentially just a system for putting things into categories. Whether that is something concrete like physical objects or whether it’s just information. A taxonomy is going to help you collect all of that into specific categories that help people find what they’re looking for. And if you’ve ever been shopping before, you have encountered a taxonomy. So I like to think about online shopping, in particular, to explain this because you’ve got categories for the type of item that you’re buying at a broad level that might look something like you’ve got clothing, household goods, electronics, maybe food. And then within that you also have more specific categories. So if we start with clothing, you typically will have categories for things like the type of garment. So whether you are looking for shirts, pants, skirts, coats, shoes, whatever. And then you also might have categories for the size, for the color, for the material. They’re typically categories for the intended audience. So whether it’s for adults or kids. And then within that may be for gender. So all these different ways that you can sort and filter through the massive number of clothing results that you would get if you just go to a store and look at clothing. You’ve got all of these different pieces of information, these categories that come from a taxonomy where you can narrow it down. And that typically looks like things on a website, like search boxes, checkboxes, drop-down menus, and those contain the assets or the pieces of information from that taxonomy that are used to categorize that clothing. So then you can go in and check off exactly what you’re looking for and narrow down those results to the specific garment that you were trying to find. So the ability to go on a website and do all of that is supported by an underlying taxonomy.

AB: So that’s an example of online shopping. I’m sure a lot of people are familiar with taxonomies in the sense of biology, but how can taxonomies be applied to content?

GK: Sure. So we talk about taxonomy in terms of content for how it can be used to find the information that you need. So when you think about that online shopping example, instead of looking for a physical product like clothing. When it comes to content, you’re just looking for specific information. So it’s kind of like the content itself is the product. So if you are an organization that produces any kind of content, you can put a taxonomy in place so that your users can search through that content. They can sort and filter the results that they get according to those categories and your taxonomy. And that way they can narrow it down to the exact piece of information that they’re looking for instead of having to skim through a long website with a lot of pages, or especially if you’re dealing with any kind of manuals or books or more publications that you’re delivering. Not forcing them to read through all of that instead of being able to search and find exactly what they’re looking for. So some of the ways that taxonomies can help you categorize your content would be things like what type of information it is. So whether it is more of a piece of technical documentation, something like a user manual or a quick start guide or a data sheet, or whether it is marketing material, training material. You could put that as one of the categories in your taxonomy. You could also put a lot of information about your intended audience. So that could be things like their experience level. It could be things like the regions they live in or the languages they speak. Anything about that audience that’s going to help you serve up the content that those particular people need. It can also be things like what platform your audience uses or what platform is relevant for the material that you’re producing. It can be things like the product or product line that your content is documenting. There are all kinds of different ways that you can categorize that information. And I know that both of us have a lot of experience with putting these kinds of things together. So I don’t know if you’ve got any examples that you can think of for how you’ve seen information get categorized.

AB: So a lot of the way I think about taxonomies is a library classification system or MARC records so in the same way that if you wanted to find a particular information resource and you went to your library’s online catalog and could filter down to something that fits your needs. You can think of treating your organization’s body of content like a corpus of information that you can further refine and assign metadata values to. Or in the case of a taxonomy hierarchy in the clothing example, choosing that you want a shirt would be a step above choosing that you want a tank top or a long sleeve shirt or a blouse. So a lot of my mindset around taxonomies for content is framed like libraries. The Library of Congress subject headings are generally a good starting off point for a library. But sometimes if your library has specific information needs, like the National Health Library has its own subject scheme that is further specialized than the broader categories that you get in Library of Congress subject headings, because they know that everything in that corpus is going to be health or medicine related information. And in the same way you and I have developed taxonomies for clients that are particular to their needs, you’re never going to start off knowing nothing when you build a taxonomy, right?

GK: Exactly. And with the example that you were talking about of kind of looking at information in a library catalog, we see that with a lot of documentation. So if you’re thinking about technical content and things like product documentation, user guides, user manuals, we see that similar kind of functionality. If you have that content available through a website or an app or some other kind of digital online experience, back to the online shopping example. Your user base can in all of those different cases, go to those facets and filters, those check boxes, drop down menus, search boxes, and start narrowing down the information to what exactly they’re looking for. So that really helps to enhance the user experience to have that taxonomy in place underlying the information and making it easier to narrow down. I’ve also seen it really helpful on the authoring side. So if you have a large body of content, maybe you have it in something like a content management system. And more content that you have, the harder it becomes to find the specific information that you’re looking for. In particular, we deal with a lot of DITA XML. And so there will be a component content management system that that’s typically housed in. And when you’ve got it in there, those systems typically have some kind of underlying taxonomy in place as well that can capture all kinds of information about how and when the content was created. So that can help you find it. And then of course, you could have your own taxonomy for the kinds of things I named earlier, what type of information it is, what the intended audience is in case that can help you as the author find and narrow down something in your system. And it can also help you as an author to put together collections of content for personalized delivery. So maybe you have a general version of your user guide, but then you’ve also got audience specific versions that you can kind of filter and narrow it down to based on the metadata in your content. And that’s all going to be informed by those categories in your taxonomy. So really leveraging any of the information that you have about your audience, about how they use your content or how they need to use your content is really going to help you deliver it in a more flexible way and in a more efficient way as well.

AB: I know for me personally, sometimes the amount of information out in the world can get very overwhelming.

GK: Absolutely.

AB: So I’m thinking about our LearningDITA e-learning project, and how much content we’ve collected between different versions of it and over the amount of time it’s been up, and it makes it so much easier to navigate knowing where pieces of content are when I’m looking for something as an author on that project.

GK: And that actually brings up a really good point because we were talking about the taxonomies used in content. We were primarily talking about technical content, so things like product documentation, user guides, legal, regulatory, but it can also be used for other types of content. And learning content is a really big one, and we are seeing that more and more.

AB: Absolutely.

GK: There’s a lot of overlap at organizations between technical documentation and learning or training material, especially if you make a product where there are certifications. So we see a lot of times, for example, with people who make software. That organization will usually have the product documentation, here’s how you use this software. But then there’s also training material so that if there are certifications around the use of that software, then there’s that material where their user base can go take a class and essentially be students or learners in that context rather than just consumers of the product. And so there’s a lot of need to share information across the technical documentation and the learning material.

And we see more and more organizations where the learning material is kind of their main product, looking for ways to better categorize that information and have a taxonomy underneath it. And so when you mentioned LearningDITA, that kind of got me thinking about how not only that useful for us as the creators of LearningDITA, but for all the other organizations that also produce learning material. How much a taxonomy helps that experience, not only for them as the authors, but also for their end users.

AB: It’s a win-win for users and creators. Something I would like to discuss is self-guided e-learning, and how a taxonomy can make it easier to tie assessments to learning objectives in that sort of asynchronous setting as opposed to a more traditional classroom.

GK: And e-learning is really interesting because there’s a lot of flexibility out there in terms of how you can present that information and how you can gather information from the students or the learners taking your e-learning courses. And we’ve seen different categories or taxonomies around gathering information or putting information on your learning material about things like the intended reading level or grade level if you’re dealing with students who are still in school. You could also put information about things like the industry. If your learner base is professionals, you can put information about the subject that you’re covering, the type of the certification associated with that material. And then like you mentioned, learning objectives. So typically with any kind of a course that’s put out there for students to take, whether it’s e-learning or whether it’s just in a classroom, there are specific learning objectives that that material is intended to cover. So whenever you as a student get to the end, it’s basically you should be able to understand this concept or perform this activity as a result of taking this course. And we have seen a lot of demand in various different industries for tying those learning objectives to the assessment questions. So if you’re in an e-learning course, you’ve got your kind of self-guided material where you’re walking through, you’re reading, maybe you’re doing some exercises, maybe you’re watching some videos or looking at some examples. And then at the end there’s some kind of a quiz or an assessment to test your knowledge. And with e-learning, that’s typically something where you’re entering answers, maybe you’re checking boxes for multiple choice questions, or you’re typing a response in, or you’re picking true faults, things like that. So you take that quiz and the questions in that quiz are tied back to those learning objectives from the beginning of the lesson. So that way if you get a question wrong, it can tell you this is the specific learning objective that you missed this question four, and that you should go back and review more material that’s associated with that learning objective. And having all of that tied together so that your e-learning environment can actually serve up that information is where it can really help to have a taxonomy underneath. When you think about it, learning objectives themselves kind of naturally fall into categories. And there are even standards when you think about things like Bloom’s taxonomy, that’s a typical standard that’s applied to learning material. And of course you could also come up with whatever categories that you want for your learning information, but those objectives are often tied directly to the categories. And then being able to have the structure in place to tie those objectives and the taxonomy categories that are associated with to your assessment questions to the rest of your material just makes the whole experience a lot more seamless and streamlined for your learners.

AB: It’s so valuable, particularly learning objectives. I’m glad you brought up Bloom’s taxonomy because I think that’s a pretty familiar entry point to taxonomies for a lot of people who work in the learning space. And I’m kind of also thinking about whether it’s learning content or technical documentation, any implementation of a taxonomy for a body of digital content. It sort of turtles all the way down, whether it’s a learning objective that is the value or significance being assigned to a piece of content. If you think about information theory and how sort of the basis of what is a node and a taxonomy is it’s a discrete thing. And I know it drives people crazy. That thing is more or less the technical term in that situation. It sounds so vague, but the thing is, it’s a discrete object that has a purpose for why it exists, whether it’s a learning objective that’s tied as an attribute in your DITA or piece of metadata somewhere or elsewhere, or whether it’s technical documentation that’s telling you which product, a piece of content assigns to. I know we’ve made taxonomies through all sorts of different frames, whether it’s structuring learning content, or we’ve made product taxonomies. It’s really a very flexible and useful thing to be able to implement in your organization.

GK: And it not only helps with that user experience for things like learning objectives, but it can also help your learners just find the right courses to take. So if you have some information in your taxonomy that’s designed to narrow it down to a learner saying, “I need to learn about this specific subject.” And that could have several, of course, layers of hierarchy to it. It could also help your learners to understand what to go back and review based on the learning objectives. It can help them to maybe make some decisions around how they want to take a course. So when you think about e-learning, you can have it be self-guided and asynchronous, or sometimes it could be instructor-led. And so if you’ve got something like that baked into your taxonomy, something about the method of delivery that could help your learners decide which mechanism is going to be better for them. So all of that can be really helpful. And I also want to talk about it again from going back to the creator side, just like we did with technical content. Because if you are designing learning material, you’re an instructional designer, you’re putting together a course, then you might want some information about things like the learner’s progress, their understanding of the material. You’re going to want to obviously capture all the information around the scoring and grading from the assessments that they take. And having that tied back to a taxonomy, whether it’s to learning objectives or to any other information, can help you to understand how you might need to adjust the material. So if you notice, for example, that you’ve got one learning objective that everyone seems to struggle to understand, you’ve got a large percentage of your students missing the assessment questions associated with that learning objective, then maybe that tells you we need to go back and rewrite this or rework how it’s presented. So the taxonomy can not only help your learners find the information, navigate the courses, and take the courses that they need, but it can also help you to adjust the design of those courses in a way that further enhances their learning experience.

AB: Absolutely. Something else that you just made me think of is say you have an environment of creating learning content with multiple authors. Another advantage of the taxonomy is that it can standardize metadata values. So say you and I, Gretyl are working within the same learning organization, and then when content that’s written by either one of us goes to publish, the metadata values will be standard if we use the same taxonomy.

GK: And that’s also a really important point because that standardization is good not only across just a subset of your content, like your learning material, but we’ve seen some organizations go more broad and say, “Our learning content and our technical docs and our marketing material.” And whatever other content they have, all needs to have a consistent set of terminology. It needs to have a consistent set of categories that people use to search it. And so you can think about taxonomy at a broader level too, for all the information across the entire company or the entire organization, and make sure that it’s all going to fit into those categories consistently because it is, like you said, very typical to have lots of different people contributing to content creation. And then in particular, with learning content, we see a lot of subject matter experts and part-time contributors who do something else, but then they might write some assessment questions or they might write a lesson here and there. And having the ability to have that consistent categorization of information, consistent terminology, consistent application of metadata is really, really helpful when you’ve got so many different people contributing to the content because that helps to make sure that they’re not going to be introducing inconsistencies that confuse your end users.

AB: That’s really a strength of most classification systems, whether it’s a controlled vocabulary or something more sophisticated like a taxonomy. And I’m thinking about something that you and I see a lot working with clients with DITA XML in particular is sort of blending technical and marketing content once DITA is implemented and having interoperability with your taxonomy definitely is a boon to that.

GK: Absolutely. I think that’s a good place to wrap up for now. We’ll be continuing this discussion in the next podcast episode. So Allison, thank you.

AB: Thank you.

Outro with ambient background music

Christine Cuellar: Thank you for listening to Content Operations by Scriptorium. For more information, visit scriptorium.com or check the show notes for relevant links.

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