Friday, January 3, 2025

Paper Section: VIDEO Curation and AI notes on video curation

 

Video curation involves a variety of functional tasks related to the display and description of film resources. It certainly includes selecting and organizing materials in a coherent manner in order to inform others about them, and in this sense, instructors play a curatorial role in aligning videos for their classes. However, curation is typically understood to entail more involved efforts, including synopsis, synthesis, and recommendation. Video curation is taken to mean a process generally undertaken by third parties who mediate between video and target audiences of potential viewers, specifically enumerating strengths and weaknesses of such media content. 




A practical way to approach video curation is in terms of levels of curational inclusiveness.  Curation of sociology teaching-film has largely taken the route of the lowest level: the video, the clip, the documentary. the movie—either as single entities (see such and such) or as multiple videos on the same or similar topics (see so and so). However, the latter are not multiple pieces of content from the same creator or distributor.  The second level moves higher in organizational abstraction by virtue of addressing the collections in which single videos are distributed—the OVR. Within this context, curators can indicate all sorts of relevant qualitative and quantitative dimensions and changes. A relevant intermediary level of organization between first and second levels is the playlist—a feature that YouTube has institutionalized within  OVRs that provides greater organizational coherence, usually by topic or theme, within the video channel.


Possible analysis of film resources. It includes selecting and organizing materials in a coherent manner in order to inform others about them, and in this sense, instructors play somewhat of a curatorial role in aligning videos for classes. However, curation may also entail more involved efforts, including synopsis, synthesis, and recommendation. Video curation is a process undertaken by a third party who mediates between a piece of video content, or a collection of content, and a potential audience of viewers, enumerating strengths and weaknesses of such content. 

A central task in developing a practical pedagogy is therefore to propose systematic strategies to bring meaning, order, and appropriate use to this rapidly expanding, undifferentiated mass. In our opinion, at least three questions warrant current attention: how can online video be (1) addressed in a mechanical sense; (2) conceptualized relative to sociological content; and (3) applied for purposes of teaching and learning? 

The first question, although beyond the purview of the immediate paper, relates to building skills in resource acquisition and management, and speaks to the fact that online video is highly accessible, portable, and transformable. Mechanical proficiency begins with recognition that such video can be configured within a larger Internet environment, which can then multiply its teaching and learning potential. One promising schema in this regard comes from the online-learning literature and treats video as the subject within the context of an inclusive multimedia generating and processing system (see Miller, 2011). The procurement, curation, and employment of video are thus seen as being enhanced through systematic adoption of various cloud applicationsincluding RSS feeds, social bookmarking services, converters and editors, and content distribution technologieswhich will help transform instructors into efficient users, and possibly also active producers of multimedia content.

Curation of Sociology-Related Video

Video curation involves a variety of functional tasks related to the display and description of film resources. It certainly relates to selecting and organizing a body of materials in a coherent manner for purposes of exposing them to an audience. But curation is typically understood to entail more involved efforts, including summarization, analysis, and evaluation. We believe curation is particularly valuable when it demonstrates the direct application of how a video or set of videos can promote teaching and/or learning.  




Curating Online Video Repositories

Video curation involves a variety of functional tasks related to the display and description of film resources. It certainly includes selecting and organizing such materials in a coherent manner in order to inform others about them. But curation also is commonly taken to entail more involved efforts, including summarization, evaluation, and recommendation. We believe, curation of education-related videos is at its best when curators describe how they can be applied to teaching and learning.

 [Need to address automated video curation.]

**Ultimately, sociology instructors who employ video in their classes are indeed themselves video curators ... (Rademacher 2021).

Middle-man (intermediary) between content (material, resources, video) and the audience. (Sarah Urist Green https://www.youtube.com/watch?v=GMZVUtUhNwo). Curators mediate between content and audience...

role of intermediary - J Johansson, 2019.

on YT content, use hits and likes --also take selected quotes from comments. comments helpful also in writing summary and assessment via paraphrase and selective quotes.




AI Notes:

VIDEO CURATION


Video curation is the systematic process of selecting, organizing, and presenting video content from various sources to create a meaningful collection for a specific audience or purpose. Let me break this down:


Core Definition:

Think of it like being a museum curator, but for videos. Just as a museum curator carefully chooses which artworks to display and how to arrange them, a video curator:

- Discovers and evaluates video content

- Selects the most valuable or relevant pieces

- Organizes them in a thoughtful way

- Provides context and connections between pieces

- Maintains and updates the collection over time


Common Forms:

- Creating themed playlists on platforms like YouTube

- Running a video-focused website or blog

- Managing a company's video content library

- Developing educational video collections

- Programming content for streaming services

- Assembling social media video feeds


What Makes it Different from Just Collecting:

- Purpose-driven selection based on defined criteria

- Adding value through organization and context

- Quality control and ongoing maintenance

- Focus on audience needs and experiences

- Strategic presentation and accessibility


Key Activities:

1. Discovery - Finding relevant content from various sources

2. Evaluation - Assessing quality and fit with collection goals

3. Selection - Choosing which content to include

4. Organization - Creating meaningful structure and flow

5. Contextualization - Adding descriptions, tags, and related information

6. Presentation - Making content accessible and engaging

7. Maintenance - Keeping the collection current and relevant


Would you like me to go deeper into any of these aspects of what video curation involves?


The contextualization function in video curation involves adding layers of meaning and relevance to help viewers better understand, find, and engage with the content. Here's a detailed breakdown:


Metadata Enhancement

- Creating detailed, searchable descriptions

- Adding accurate timestamps for key moments

- Tagging with relevant topics, themes, and categories

- Including technical specifications (length, format, language)

- Crediting creators and contributors

- Noting the creation date and version information


Narrative Context

- Explaining why the video is significant or valuable

- Providing historical or cultural background

- Highlighting connections to current events or trends

- Identifying the target audience and intended use

- Explaining complex concepts or terminology

- Noting any prerequisites or related content


Relational Context

- Creating connections between related videos

- Building thematic sequences or progressions

- Identifying prerequisite content

- Suggesting complementary materials

- Mapping relationships between topics

- Showing where content fits in larger collections


Educational Framework

- Identifying learning objectives

- Suggesting discussion questions

- Providing supplementary resources

- Noting difficulty level or expertise required

- Adding study guides or worksheets

- Including assessment opportunities


Content Warnings and Guidance

- Flagging sensitive content appropriately

- Noting age appropriateness

- Identifying potential triggers or concerns

- Providing viewer advisories

- Explaining any biases or perspectives

- Addressing quality or technical issues


Accessibility Context

- Adding closed captions or subtitles

- Providing transcripts

- Describing visual elements for screen readers

- Noting language options

- Including accommodation information

- Ensuring proper formatting for different devices


Sociological Imagination

Curating Online Video to Ignite the Sociological Imagination


Michael V. Miller & Anna S. CohenMiller

(work in progress, to be submitted to Teaching Sociology, early 2025)

 

Abstract

Sociology instructors wanting to employ video in their courses lack clear guidance about content already available on the Internet. We here introduce online video repositories--i.e., websites, blogs, and video channels that provide links directing users to relevant content from both within and outside the discipline. We also offer a corresponding digital tool to facilitate ongoing search and location of such content through the mechanical interrogation of repositories.

The Problem

Instructors can create their own videos and they can also leverage those made by others. While those that are self-produced allow customization to specific educational objectives, there are compelling reasons to use the work of others, including lack of time and video-production skills, as well as the massive amount of relevant film now online. Countless commercial websites constantly upload new content, and popular user-sharing platforms provide access to that made by professional and amateur creators alike. Applicable news stories, interviews, speeches, lectures, demonstrations, documentaries, and clips from movies and television shows, in addition to instructional programming, abound online. Indeed, instructors, who faced a paucity of film resources twenty years ago, are now confronted by virtually limitless bounty. Furthermore, improvements in Internet infrastructure and video coding have removed many technical barriers to video integration and have made streaming highly efficient for most users.

Despite the exponential growth of online video, finding good content yet remains a challenge. Such trouble has been commonly cited as a major barrier to their full instructional adoption (e.g., Kaufman and Mohan 2009, Marquis, Wojcik, Lin, and McKinnon 2020), and this has become even more pressing in light of the heightened interest in quality resources since the 2020 mass transition to remote teaching (Fyfield, Henderson, and Phillips 2021, Nguyen 2022). Those wanting to integrate video may well expend significant effort sifting through the welter of online content with only minimal returns. 

We suggest that the main impediment today is neither technology nor content, but is rather a matter of misplaced curation. Sociology as a discipline has simply invested insufficient effort in recognizing the productive output of video creators among its ranks, and likewise has ignored long-standing digital affordances such as RSS that could have pointed instructors to quality resources available on the Internet. Online video curation effectively began for sociology 15 years ago with the pioneering efforts of Andrist, Chepp, and Dean and their creation of The Sociological Cinema. Instructors today nonetheless are not likely to have a firm idea of the nature and range of video collections they can draw from for their classes, much less how they might find or stay abreast of such resources. To a great extent, this is because video curators in sociology, and in other disciplines for that matter, continue to curate content at the lowest level of empirical reality–individual videos.

Toward a New Curational Framework: Online Video Repositories

This paper advances the cause of video curation by employing video-related websites, blogs, and channels as the primary unit of analysis. Whereas curation has historically centered on specific content, we shift attention to the distributional context through which digital film is now made accessible to users: Online Video Repositories (OVRs), our term for sites hosting aggregated digital film available for on-demand streaming. 

An OVR-centered curation approach has the potential to advance the productive employment of video in at least two basic ways. By being explicitly directed to quality collections, sociology instructors can better come to know those sites appropriate to their teaching interests. Widening curational scope from single videos to collections invites instructors to expand inspection to the corpus of videos located there. And, as instructors become familiar with creators, they may come as well to anticipate and even encourage future creator efforts. Interactions between the two could help build online creator-instructor networks (see Palmer and Schueths 2013), key to further motivating and sustaining video-creation activity. 

Second, centering on OVRs rather than single videos will facilitate the mechanics of  curation and thereby markedly enhance our ability to bring quality film to public attention. In this paper, we employ RSS (Really Simple Syndication), a digital application which can systematically link and organize websites, video channels, and blogs in clean window interface. RSS permits immediate video identification and access from a common web location. Moreover, the OVR landscape that we map through Protopage has the capacity to capture continual change as videos are uploaded at monitored sites, and as curators add new OVRs and just-found older ones to existing RSS pages. This approach creates, in effect, living archives to serve ongoing curation activity. 

Several years ago, we began to examine OVRs by looking at open-access (i.e., free) video repositories across the social sciences (see Miller and CohenMiller 2019). However, that research provided extremely uneven coverage as we included only a handful of sites specifically centered on sociology. Focused search activity since then has revealed about one-hundred and fifty more created mainly by sociology instructors, primarily targeting sociology students. Although many sites remain to be discovered with ongoing search efforts, we believe this sample is of sufficient size and diversity to allow for meaningful generalizations about the current state of sociology OVRs.

In this paper, we largely engage in descriptive curation by locating, organizing, and displaying OVRs, but we also perform limited evaluation by recommending certain sites for further inspection. Hypertext links to sociology OVRs and their most recently uploaded videos are made available through RSS. Discussion is then directed to a limited subset of sociology OVRs that appear to be particularly serviceable as instructor resources. Given that understanding human behavior transcends disciplinary boundaries, we also identify OVRs from related social sciences through RSS and provide commentary on those having significant potential for employment in sociology courses. Finally, we focus on OVRs more precisely for purposes of teaching application within discipline subfields. To illustrate, we aggregate academic and nonacademic OVRs together in a single RSS page that might assist in serving courses on the topic of social stratification. 


Sunday, October 6, 2024

Curating OVR Assignment

Online Video Repositories 


I began writing about online video repositories, OVRs, several years ago and published  

Online Video Repositories for College Instruction and Resources for Online Teaching--both with in 2019 with former student, Anna CohenMiller.

Online Video Repositories are comprised of aggregated videos which can be streamed to users on demand. They are c
reated by diverse entities--individuals, instructors, colleges, non-profits, corporations, governments--for diverse purposes: self-expression, commercial, ideological, etc. Those meant to inform or educate are of particular interest to us. Their physical presence on the Internet range from large, extensive websites, such as The Sociological Cinema to only a channel on a user-sharing site, such as YouTube or TikTok, or appearance in a blog. Access ranges from open (free) to pay-walled or otherwise restricted (such as Kanopy to which many university libraries subscribe). 


OVR video content consists of two basic p types: original-video, new video created by or for site developers (see Crash Course Sociology or SnakegrrlProductions among many others), and found-video, video appropriated from elsewhere online (see afore-cited The Sociological Cinema)A hybrid type–remix-videocombines found-video content in new video form (see this video at Pop Culture Detective). 

OVRs that are accompanied by explicit learning applications can have exceptional 
instructional relevance (see any of the videos listed at The Sociological Cinema).




Online Video Repositories (OVRs) are created by diverse entities (individuals, corporations, non-profits, governments) for varied purposes (art, entertainment, commerce, politics). Those that are educational in nature are of specific interest to us, and our attention is largely directed to them. By far, most OVRs of this type are video channels on user-sharing platforms, and virtually all of these are on YouTube. OVRs that also engage in video curation, on the other hand, tend to be located on either full websites or blogs, both of which better accommodate textual features such as tag collections and hypertext links to other resources. 

OVRs accompanied by explicit learning instructions can have exceptional utility for adopting instructors. The Sociological Cinema and Popular Sociology, the two major sociology sites based on collaborative curation (i.e., user-submitted video) have their own websites which feature teaching applications accompanying linked videos. Nevertheless, OVR creators generally do not include directions on how their videos might be used.

A significant dimension of OVR curation relates to the type of sourced content. OVRs are primarily comprised of original video and/or found video. The former is new video produced by or for OVR developers, often in the form of lecture, speech, and interview captures, video lectures and tutorials, and concept explainers. Found video is appropriated from elsewhere online. It may include any of the types of film just mentioned that are created by others in addition to news stories and movies, TV programs, and documentaries or clips derived from them. Found video as gathered in OVRs can be understood to be curational to the extent that developers say something meaningful about them. Hybrid or remix video is a third less common type which combines found-video clips in new video form made by the OVR creator, and is often used for purposes of videographic criticism or social protest (see the discussion on detournement at Andrist et al (2014)).

In general, OVRs are open access in the sense of being available at no cost to users, and that is particularly the case for educational OVRs where audiences range from just students of instructors all the way up to large bodies of diverse collectivities--students, other instructors, and those outside academia. However, access to video from many for-profit OVRs is often limited by paywalls, although nonsubscribers can sometimes freely view much of that content through parallel YouTube channels. Instructors and students can likewise tap into huge collections of documentary film, such as those at Alexander Street, Kanopy, and Films On Demand, through subscriptions purchased by their college libraries. While increasing numbers of students are no doubt being asked to take out semester-long subscriptions to popular streaming sites, such as Netflix, instructors should become aware of no-cost alternative shorts and full-length collections as identified on our OVR Documentaries RSS page.

Additional ways OVRs can be differentiated for curation purposes include quantitative distinctions (video number, video length, recency of upload), as well as qualitative ones--discipline and subfield relevance, video format (filmed, photo presentation, animation, etc.), and types of information conveyed in video relevant to specific learning goals (see Andrist et al 2014). Finally, curator assessment of YouTube collections, as well as single videos from them, can be augmented by audience-response indicators, such as "likes," viewer and subscriber numbers, and viewer comments. 


What will be involved in curating an OVR? 


Curating an OVR can range from providing basic description of website or video channel up to including indepth analysis of video content available through the site. 


For this assignment I am asking you to collect a variety of simple information that you should be able to glean from the site, and additionally, to generate understandings about some of the video content at the site that will require greater attention and thought from you.


OVR Name

OVR URL 

Creator Name

Creator Background


Quantitative Measures

1. Start Date

2. video #

3. video length range (list 2 longest and 2 shortest)

4. recency of upload (list most recent 2 videos)

5. subscriber #

6. video "likes" (top 2 with upload dates))



Qualitative Measures

1. identify the major kinds of sociological ideas and concepts in these videos.

2. videos are in what kind format: animation, ppt with voiceover, filmed by video camera, camera stills...

3. types of information: lecture, interview, speech, filmed action...

4. target audience: students, sociologists, nonsociologists, nontargeted audience...



Video Assessment

1. review 30 minutes worth...


Video Curation Dimensions

In performing this review, we first identified relevant websites, and then distilled general features. Sites were located through search and discovery engines, video aggregators, Twitter, and posts in Dan Colman’s excellent educational multimedia website Open Culture (e.g., Marshall, 2014). We searched MERLOT, the largest online collection of peer-reviewed free higher education teaching resources, and likewise examined articles available about specific sites (e.g., Caldeira & Ferrante, 2012; Macfarlane, Harrison, & Turin, 2005). We also employed the Internet Archive’s Wayback Machine to examine websites no longer online, although those that are archived do not exactly mirror their former live versions (Brugger, 2009). Finally, we contacted many OVR developers by email to resolve questions we had about their websites.

In describing OVRs, we consider website background, video characteristics, and website features. Relevant to background, we provide a hypertext link to the repository and identify the developer(s). We tried to determine motives for site creation and source of financial support. We also specify date of site initiation and indicate whether the site continues to upload new video materials. For all but recently initiated sites, the last full year (2018) was the benchmark in terms of persistence of activity. The last year in which content was added is specified for developers who did not augment content during 2018. We should also note that all hypertext links appearing in the article were live as of January 15, 2019.2

Video characteristics relate to the quantity of videos at the site (N), type of video content provided, and a link to a sample video from the repository. Identifying the source of the content is also important, given the distinction between original videos (those created by developers themselves to present a didactic message), edited videos (those edited by developers from DVDs or existing online videos, typically copied from popular television series or movies), and found videos (those produced by others that are already available on the Internet, either linked directly to source origin or embedded within the OVR). These preparation forms stand in contrast to referral, the dominant way copyrighted film content was treated on the Web before the rise of streaming technology and OVRs.

We should note that types of content source are treated differently under copyright law. Although website developers who make their videos are not restricted, those working with found or edited content should be mindful of legal constraints if such content is used without permission of owner. Found video can be legitimately distributed by OVRs without permission if made available to users via hypertext link to source. However, under fair use, legitimate employment of edited copyrighted content comes with standards related to purpose, length, and other considerations (see Jaszi & Aufderheide, 2008).

Pairing clips with instructional applications is important for using video in the classroom, especially for sites employing found or edited content. Whereas original-content sites are typically populated with explainer videos, in which teaching points are explicitly incorporated, such points generally do not reside within found and edited media. That is, while a scene from a TV show or movie illustrates a concept in the developer’s mind, it may not be apparent to others. Commenting on the value of using found and edited video in sociology, Andrist et al. (2014) write, “Our own experience suggests that students generally find those not explicitly created for teaching sociology more compelling. In a similar way that archeologists can better engage students by using real artifacts discovered in situ, video taken from the ‘real world’ can be used by sociologists to imaginatively demonstrate sociological ideas. Yet, without their content being framed … such videos are likely to remain untapped” (p. 203). Consequently, we address website characteristics in terms of the extent to which teaching and learning suggestions are applied to video content either within the clip itself or through text commentary. Also we determine whether OVRs help users locate videos within the site, facilitate user sharing with followers, and encourage user interaction or user participation in site development. Recognition of OVRs in the broader literature, including awards received, is likewise noted.

 

1.      Website background

            

2.      Website features

            playlist

3.      Video characteristics




Monday, September 16, 2024

Master - MillerCohenMiller Nov 2 24


Mapping Online Video Repositories: A Resource Discovery Framework for Teaching with Multimedia

Michael V. Miller & Anna CohenMiller

Abstract

The explosive growth of online video in recent years presents both opportunities and challenges for those teaching sociology. While multimedia resources on the Internet abound, discovering and accessing those that are teaching-relevant remains a significant barrier to instructional integration. By way of a comprehensive framework based on Really Simple Syndication (RSS) technology, this paper introduces a systematic approach to curating Online Video Repositories (OVRs)—websites, blogs, and video channels that aggregate and stream digital content. Moreover, to demonstrate the practical utility of this system, we offer a substantial body of sociologically-relevant OVRs, including limited discussion of some in terms of their instructional value.

Keywords: online video, RSS, video pedagogy, curation, multimedia


1. Introduction

The state of educational video has been radically transformed. Sociology instructors today face a stark contrast to the video scarcity of the early 2000s, now having access to an overwhelming abundance of relevant content. Commercial websites ceaselessly upload new material, while user-sharing platforms host an ever expanding array of professional and amateur productions, including news reports, interviews, speeches, lectures, demonstrations, social experiments, documentaries, movie and television clips, and specialized instructional content of all sorts. Digital advances over the period have furthermore largely eliminated the technical barriers that once impeded video integration in education. Vastly improved Internet infrastructure and video coding innovations have made streaming highly efficient for most users. 

However, the sheer volume of available content has created a new challenge: effective discovery and curation of quality materials. Consistently identified as a major obstacle to full instructional adoption (Kaufman and Mohan 2009, Marquis, Wojcik, Lin, and McKinnon 2020), the problem has become even more acute following the 2020 mass transition to remote teaching, which underlined the immediacy for access to quality digital resources (Fyfield, Henderson, and Phillips 2021, Nguyen 2022). Nonetheless, instructors often invest considerable time searching through vast amounts of online content, frequently with minimal returns.

We argue that the primary impediment to effective video integration is not technological shortcomings nor content scarcity, but rather an obsolete approach to curation. The discipline, and for that matter the other social sciences too, has not fully recognized the need to effectively process the substantial video output created by instructors and academically-inspired video creators, nor has it realized the utility of employing already available digital tools that could help with this task. While pioneering efforts in online video curation began fifteen years ago with The Sociological Cinema (Andrist, Chepp, and Dean), those who would curate video for instructors lack a comprehensive, but simple, framework for reasonably addressing the constant deluge of contemporary output. As a result, instructors are rarely familiar with those resources that might best help them spark students' sociological imaginations.  

In our opinion, the fundamental problem is that current resource management and curation efforts focus on individual videos rather than considering the broader context of content distribution. This atomistic approach limits not only the sustained use of valuable video resources in sociology education, but their initial discovery. While individual video curation efforts may point instructors to worthy materials, the exponential growth in available content demands a more systematic approach. Traditional methods of discovering and sharing educational videos, focused on individual pieces of content, are inadequate for addressing the scale and complexity of current digital output.

Our paper advances the cause of video curation by employing video-related websites, blogs, and channels as the primary unit of analysis. Whereas curation has historically centered on specific content, we shift attention to the distributional context through which digital film is now made accessible to users: Online Video Repositories (OVRs), our term for sites hosting aggregated digital film available for on-demand streaming.

An OVR-centered curation approach has the potential to quickly advance the productive employment of video in physical and online classrooms in at least two basic ways. By being explicitly directed to quality collections, instructors can come to know those sites appropriate to their teaching interests. Widening curational scope from single videos to aggregates of videos axiomatically encourages instructors to expand inspection to the corpus of content located there. As instructors become familiar with the work of particular video-makers, they may come to anticipate and even encourage future creative efforts. Such interactions will foster online creator-instructor networks (see Palmer and Schueths 2013), key to further motivating and sustaining video-production activity.

Second, centering on OVRs rather than single videos will facilitate the mechanics of curation and thereby markedly enhance our ability to bring quality film to discipline attention. In this paper, we employ RSS (Really Simple Syndication), a digital application that can systematically link and organize websites, video channels, and blogs in a clean window interface. RSS permits immediate video identification and access from a common web location. Moreover, the OVR landscape that we map through our application of choice, Protopage, has the capacity to capture continual change as videos are uploaded at monitored sites, and as curators add new OVRs and just-found older ones to existing RSS pages. This approach can create, in effect, living archives to serve ongoing curation activity.

Several years ago, we began to examine OVRs by looking at open-access (i.e., free) video repositories across the social sciences (see Miller and CohenMiller 2019). However, that research provided extremely uneven coverage as we included only a handful of sites specifically centered on sociology. Focused search activity since then has revealed about one-hundred and fifty more created mainly by sociology instructors, primarily targeting sociology students. We have additionally uncovered a similar number of OVRs from related social sciences that would provide ancillary teaching support in sociology courses. Although many sites doubtless remain to be discovered with ongoing search, we believe this sample is of sufficient size and diversity to allow for meaningful generalizations about the current state of sociologically-relevant online video. 

In this paper, we largely engage in descriptive curation by locating, organizing, and displaying OVRs, but we also perform limited evaluation by recommending certain sites for further inspection. Hypertext links to sociology OVRs and their most recently uploaded videos are made available through RSS. Discussion is then directed to a limited subset of sociology OVRs that appear to be particularly serviceable as instructor resources. Given that understanding human behavior transcends disciplinary boundaries, we also display OVRs from related social sciences through RSS pages and explicitly identify those appearing to have the most potential for employment in sociology courses. Finally, we focus on OVRs more precisely for purposes of teaching application within discipline subfields. To illustrate, we aggregate academic and nonacademic OVRs together in a single RSS page that might assist those who teach courses related to social stratification.



Curatorial Dimensions of Online Video Repositories                                            

OVRs are created by diverse entities (individuals, corporations, non-profits, governments) for many different purposes (art, entertainment, commerce, politics). Those educational in nature are of specific interest to us, and our attention is largely directed to them. By far, most OVRs of this type are video channels on user-sharing platforms and virtually all of these are on YouTube. OVRs that also engage in video curation, on the other hand, tend to be located on either freestanding websites or blogs, both of which permit greater production freedom and better accommodate important features such as tag collections and hypertext links to collateral resources. OVRs accompanied by explicit learning instructions can have exceptional utility for adopting instructors. The Sociological Cinema and Popular Sociology, the two major sociology sites based on collaborative curation (i.e., user-submitted video) are hosted on websites which feature teaching applications accompanying linked videos. Nevertheless, OVR creators seldomly include directions on how their videos might be didactically employed. 

Some video curators may be video creators, but most creators do not curate videos in a strict sense. Video curation involves a variety of functional tasks related to the display and description of film resources. It certainly includes organizing materials in a coherent, accessible manner in order to inform others about them, and in this sense, video creators and even instructors play a limited curatorial role in aligning videos to audiences. However, curation is understood to entail more involved efforts, including content synopsis, synthesis, and recommendation. Video curation moreover is often taken to mean a process generally undertaken by third parties who mediate between video product and target audiences of potential viewers, specifically enumerating strengths and weaknesses of such content in light of perceived viewer interests and needs. 

A significant dimension for OVR curation relates to the type of sourced content aggregated in the collection. OVRs are primarily comprised of original video and/or found video. The former is new video produced by or for an OVR, and often when done for instructors is in the form of lecture captures, speeches and interviews, screen-captures of presentation-based lectures and tutorials, concept explainers, etc. Found video is appropriated from elsewhere online. It may include any of the types of film just mentioned that are created by others in addition to news stories and movies, television programs, and documentaries or clips derived from them. The presentation of found video in such contexts can be understood as having curatorial meaning to the extent that developers make it a point to say something meaningful about them. Hybrid or remix video is a third less common type which combines found-video clips in new video form made by the OVR creator, and is often used for purposes of videographic criticism or social protest (see the discussion on detournement at Andrist, Chepp, Dean, and Miller 2014). 

A practical way to approach video curation is in terms of levels of curational inclusiveness. Curation of sociology teaching-film has largely taken the route of the lowest level: the video, the clip, the documentary. the movie—either as single entities (see such and such) or as multiple videos on the same or similar topics (see so and so), although the latter are not usually multiple pieces of content from the same creator or distributor.  The second level moves higher in organizational abstraction by virtue of addressing the collections in which single videos are distributed—the OVR. Within this context, curators can indicate all sorts of relevant qualitative and quantitative dimensions and changes. A relevant intermediary level of organization between first and second levels is the playlist—a feature that YouTube has institutionalized within OVRs that provides greater organizational coherence, usually by topic or theme, within the video channel.

Another important curatorial consideration is the extent to which content is made publicly accessible and also freely accessible. In general, OVRs are open access in the sense of being available at no cost to users, and that is particularly the case for educational OVRs where audiences range from just instructors' students all the way up to large bodies of diverse collectivities, perhaps even including non-academic audiences. While access to video from many for-profit OVRs is often restricted by paywalls, nonsubscribers can sometimes view at least some of that content through alternative Internet platforms. Instructors and students can likewise tap into huge collections of documentary film, such as those at Alexander Street, Kanopy, and Films On Demand, through subscriptions purchased by their college libraries. While increasing numbers of students are no doubt being asked to take out semester-long subscriptions to Netflix or other popular streaming sites, instructors should become aware of no-cost alternative collections of shorts and full-length documentaries such as those identified in our RSS pages.

political ideology

Grassere, J. (Nov 11 2023). Nebula: What does creator owned mean? Diggit Magazine https://www.diggitmagazine.com/articles/nebula-what-does-creator-owned-mean

Follow up with categories employed in (a.) sociology OVRs and Video curation sites from other disciplines...

Additional ways OVRs can be differentiated for curation purposes include quantitative distinctions (video number, video length, recency of upload), as well as qualitative ones--discipline and subfield relevance, video format (filmed, photo presentation, animation, etc.), and types of information conveyed in video relevant to specific learning goals [elaborate] (see Andrist et al 2014). 

Ideological / quality / etc...

Finally, curator assessment of YouTube collections, as well as single videos from them, can be augmented by audience-response indicators, such as "likes," viewer and subscriber numbers, and viewer comments. 

A central task in developing a practical pedagogy is therefore to propose systematic strategies to bring meaning, order, and appropriate use to this rapidly expanding, undifferentiated mass. In our opinion, at least three questions warrant current attention: how can online video be (1) addressed in a mechanical sense; (2) conceptualized relative to sociological content; and (3) applied for purposes of teaching and learning?

           The first question, although beyond the purview of the immediate paper, relates to building skills in resource acquisition and management, and speaks to the fact that online video is highly accessible, portable, and transformable. Mechanical proficiency begins with recognition that such video can be configured within the larger Internet environment, which can then multiply its teaching and learning potential. One promising schema in this regard comes from the online-learning literature and treats video as the subject within the context of an inclusive multimedia generating and processing system (see Miller, 2011). The procurement, curation, and employment of video are thus seen as being enhanced through systematic adoption of various cloud applicationsincluding RSS feeds, social bookmarking services, converters and editors, and content distribution technologieswhich will help transform instructors into efficient users, and possibly also active producers of relevant content.

           While developing mechanical skills are important, enlisting online video as a teaching resource is an even more compelling justification for a practical pedagogy. In this vein, we should first note that despite the absence of treatment within the sociology journal literature (for a recent exception, see Caldeira and Ferrante 2012), sociologists are nonetheless beginning to bring online video materials to the attention of peers. Such efforts are apparent in multimedia blogs for the discipline (e.g., DJ Academe; Sociological Images) and subfields (e.g., SoUnequal), as well as in various resource directories (e.g., Sociology through Documentary Film; Miller 2009, Appendix E). However, the most ambitious attempt to make online content easily accessible and also generate interest in using video for teaching began in 2010 with creation of The Sociological Cinema (TSC). This online video clip repository, consisting of user-contributed links relevant to varied sociological topics, has a collection to date in excess of 400 clips with each accompanied by description of conceptual relevance and classroom application.

           In light of emerging instructor interest in employing online media as evidenced by the fast growing TSC inventory, in conjunction with the fact that the Internet offers virtually limitless materials to draw from, we believe that the time is right to begin thinking about film content in a more nuanced manner than that provided in the existing literature. Although previous articles in Teaching Sociology reflected consistent interest in how film could promote teaching and learning, they were largely case studies confined to the classroom use of one or no more than several popular fiction movies within a given course. The few studies that addressed larger collections of media likewise provide little help, as the kinds they examined were largely invariant. For example, Burton (1988) identified over 170 films as having relevance for sociology classes, and placed them in almost 40 categories according to subfield relevance. However, virtually all titles were popular fiction movies. Similarly, Baker-Sperry, Behringer, and Grauerholz (1999) examined 20 films on gender-related issues, then classified them according to application to prominent concepts within this subfield. Yet, all of their films were documentaries. We are not aware of any studies in the teaching-with-film literature from other disciplines that have attempted to draw distinctions between different types of video content, much less generate comparisons relative to their varying didactic strengths.

Video Curation Sites

1. identification

2. preparation

3. aggregation

4. selection

5. application

6. interaction

7. transmission

8. contribution

https://www.classcentral.com/report/best-sociology-courses/#penn


Finding Video Resources

Instructors discover film materials for their classes with varying degrees of success, often relying on serendipity while Internet surfing or recommendations from colleagues and students. When actively seeking videos to match specific teaching needs, most instructors turn to search engines, particularly Google.  

However, instructors should also be mindful of the value of YouTube, notwithstanding common criticisms against it [footnote, also include Sciliano piece] The largest video-sharing platform on the web, YouTube hosts an extensive array of educational channels, but several other features likewise facilitate curation. First, YouTube forwards new video to video channel subscribers through its notification function ... location...   When users select specific videos, its recommendation algorithm automatically generates lists of suggested content--with the first few pieces often being of higher quality than initially selected videos. YouTube also gives creators the option of arranging content into playlists, video subcategories, which can improve OVR organizational coherence and navigability. A "featured channels" list allows creators to showcase others' video sites thereby potentially fostering networked learning communities. Premium YouTube subscribers additionally have an "Ask" function available, allowing them to harness artificial intelligence to interrogate individual video. Finally, given that managers at many media outlets operating behind paywalls recognize the educational and promotional value of YouTube, maintaining parallel YouTube channels has become common. A prime example of this is The New York Times, through which massive amounts of news footage, opinion-film pieces, and documentaries are freely accessible.  

Searching alternative platforms to YouTube can also be fruitful [Vimeo, Daily Motion, etc]. Online curation sites generic to the Internet as a whole can further enhance locating OVRs.  Boclips offers educational videos curated.... Video aggregators, such as Digg and Pocket, also collect and categorize video content from across the web. Media-relevant websites and blogs, such as Diggit Magazine, regularly feature high-quality educational videos. Unsurpassed among these in our opinion is Colman's Open Culture. Newsletter subscriptions (e.g., Retro Report) provide periodic email updates on new media. Additionally, exploring award-bestowing sites and their newsletters, such as Peabody Matters, can lead to critically-acclaimed educational content.

In addition to these approaches, we encourage the adoption of RSS as a location strategy. Given that curators typically incorporate those OVRs that are the most instructionally relevant into their RSS pages... automatically notifies subscribers of new content from chosen providers, the need for manual checking is eliminated. This makes RSS a highly efficient method for discovering new videos as they are uploaded to OVRs. [elaborate]

Navigating RSS

We have created RSSMiller&CohenMiller2024 to facilitate access to OVRs and other media-relevant resources. These pages, developed with Protopage, offer selections of websites and video channels, organized by topic for easy browsing and viewing. Start by clicking on Sociology OVRs to access sociology-specific video repositories, and then note the following points:

1. Page: This page displays about 150 sociology-related sites arranged in three alphabetically ordered columns.

    (a) Scroll through columns to explore different OVR sources.

    (b) Note alphabetical order to quickly find specific content providers.


2. Widgets: Each widget (content provider) shows the latest 20 videos uploaded to its respective source.  

    (a) Scroll within widget to view video titles (grab vertical scroller on right-side of widget).

    (b) Hover cursor over video title to see a video's length of time on site.

    (c) Click on video title to start immediate streaming.

    (d) Click on widget title to visit the OVR. 

    (e) The final widget in the last column contains playlists on various sociology topics, offering thematically organized content derived from other OVRs not listed on the page as widgets. 

      

3. Tabs: Note the tabs organized near the top of any page. These, in effect, are folders by topic. Click on any folder title to go to relevant widgets.

By utilizing these pages, a substantial amount of sociology-related video content can be displayed and accessed. Although instructors should check back regularly, as widgets automatically update to display the latest videos from each OVR. However,  We encourage instructors to create their own RSS pages with this free application in order to personalize search activity. 

Video Curation in Sociology

Video curation in our discipline primarily has been effected through a single journal and a handful of websites and blogs created by sociology instructors or those with sociology training. The journal, Teaching Sociology (TS), has long promoted scholarship on the instructional use of film. TS has published many articles about how the employment of video can generally facilitate teaching and learning, and in particular, how it can enhance the ability of students to think sociologically (see Belet 2017, Besek and Pandey 2022, Dowd 1999, Hoffman 2006, Prendergast 1986, among others). The journal has also extensively explored the application of popular media to particular courses, such as introductory sociology (Belet 2017, Smith 1973), theory (Fails, 1988, Pelton 2013), research methods (Leblanc 1998, Tan and Ko, 2004), and race and ethnic relations (Dagaz and Harger 2011, Khanna and Harris 2014, Loewen 1991, Stout, Earnhart, and Nagi 2020, Valdez and Halley 1999). In addition, TS has provided reviews of particular documentaries and collections of documentaries specific to certain teaching subfields (e.g., Grauerholz and Covert 1997, Baker-Sperry, Behringer, and Grauerholz 1999), and in 2011 formalized this practice by instituting a film review section as a regular feature. Most recently, TS began reviewing documentaries available through major streaming platforms (see, e.g., Brutlag 2021, Smith, Smith, and Kozimor 2024). However, publications about OVRs are notably scarce. To our knowledge, TS has only addressed one online video-related site: The Sociological Cinema, and that in an article published over a decade ago (see Caldeira and Ferrante 2012).   

Although instructors in some disciplines, such as economics, are regularly informed of emerging online video, those teaching sociology have been offered at best only limited, piecemeal guidance.

Curation of online video resources applicable to courses in our discipline currently resides in two realms quite different from the kind of curation evident in Teaching Sociology. The first is reflected in efforts of sociology instructors to translate online video, primarily short clips, into forms directly employable in teaching. The second is apparent in the work of curators interested in using sociologically-informed criticism to address popular culture, especially that related to blockbuster movies.

The former, instructor-focused curation, is embodied in two websites: The Sociological Cinema and Popular Sociology. Pioneering the curation of found video for the discipline in 2010, The Sociological Cinema (TSC) was developed by Lester Andrist, Valerie Chepp, and Paul Dean, then University of Maryland graduate-student instructors. The site quickly built a critical mass of content based on collaborative curation that asked contributors to not only volunteer links to relevant videos but also to specify how such videos could be applied to teaching. In addition to being featured in TS, TSC received additional attention through laudatory review articles (see xy and z) and by winning the 2012 MERLOT Sociology Award. The website also includes a blog, an images section, and a set of modules featuring multimedia clustered around major sociological concepts. Although growing little since 2016, TSC remains a valuable instructor resource with a body of over 600 pieces of content. 

At present, the only active instructor-focused site dedicated to curating found-video is Popular Sociology, started in 2017 by Widener University sociologist Matt Reid. This site now numbers over 250 user-submitted found videos and learning applications, and also like TSC, has not made curation of OVRs a practice. 

ShortCutsTV... see blog there... and curation of own video...

Sites that engage in online critical analysis of popular media have proliferated across the Internet in recent years. Two of the best offering sociologically-informed criticism in video form are The Pop Culture Detective and Sociocinema. Created and narrated by Jonathan McIntosh, the former "...explores the intersections of sociology, masculinity, politics, and entertainment." Although not a sociologist by training, McIntosh demonstrates keen skills in sociological storytelling as is evident in this remix about how the animated movie Wall-E exemplifies common assumptions held by sociologists about the nature of social reality (see McIntosh 2017). However, most of his work centers on deconstructing movies from a critical gender perspective. For example, his recent video on the megahit Barbie (McIntosh 2024) identifies key representations of patriarchy and their effects on diverse types of people appearing in the film. Characterized by strong production values, his content is clear, detailed, and well-grounded conceptually. Website posts also include key references, opportunities for subtitling contributions, and hyperlinks to download options, reflecting his long-standing advocacy of fair use. McIntosh's YouTube channel, featuring over 40 remixes to date, has amassed more than one million subscribers. 

Sociocinema, the Jake Bishop website, and his YouTube channel, likewise illustrate the utility of inspecting films through a sociological lens. However, while McIntosh focuses on gender issues, Bishop's work has wider relevance for students new to sociology by describing how a broad array of  sociological concepts are embedded in popular media. Two remix vehicles that well-illustrate how Bishop integrates sociology with videographic criticism include Joker Explained (Bishop 2022) and The Rise of Super Rich Satire Explained (Bishop 2023), an analysis of the growing trend in film to depict the wealthy in unflattering terms. Bishop's YouTube channel has more than 35,000 subscribers and almost 30 videos to date.

The Sociologist's Dojo blog, maintained by Brian Brutlag since 2013, provides in-depth analysis of media, particularly movies, from a sociological perspective. The blog's detailed posts, which range from monthly to quarterly updates, incorporate complex analyses with references to cultural criticism and  feminist theory.

[Mention blogs that have attempted to curate online video. For example, Nathan Palmer (2010-2012) Sociology Source: Videos for Class (https://thesocietypages.org/sociologysource/category/videos-for-class/) and .... Sociological Images contributions related to videographic criticism (e.g., see Nord 2023) (Jillian Nord 2023 https://thesocietypages.org/socimages/2023/07/11/them-ms-sexualized-media-and-emphasized-femininity/) also see Evan Stewart 2023 Cheeseburger Culture https://thesocietypages.org/socimages/2024/07/17/cheeseburger-culture/) and see videographic criticism via  Graham Nielsen 2020 The Hidden Cost of Your New Wardrobe (https://thesocietypages.org/socimages/2020/06/25/the-hidden-cost-of-your-new-wardrobe/). 

Also need to include TRAILS and specific contributions of instructors: 

Sociology OVRs

[Describe and generalize about sociology OVRs. Suggest best, also OVR Sociology

Other Academic OVRs

[Generalize about other social science OVRs here, see OVR Ant/Eco/GeoOVR His/Pol/Psy, and OVR SocialScience

Social Stratification OVRs

[Illustrate integration of video sites into given course, OVR Social Stratification]


Summary and Conclusions

Summary of Findings

Research Implications

  1. Expanding Knowledge: OVR proliferation, coupled with greater video curation, represent significant steps toward improving access to sociological knowledge. Along with students, interested publics outside school settings can readily engage with sociology ideas through such resources. Life-long learning can also be facilitated through OVRs.
  2. Insights into Others' Social Worlds... cultures and people of other societies, subcultures within ones own... breaks down classroom walls... exposes student to other realities...
  3. Greater Understanding of One's Own World:... 
  4. Diverse Perspectives: OVRs can help instructors integrate a wider range of approaches to sociological topics. Learning experiences can therefore be enriched by greater exposure to alternative empirical realities and theoretical applications. 
  5.  Changing Pedagogy: OVRs can promote shifts in teaching styles and methods. Instructors might increasingly incorporate video content into their courses, adopting flipped classroom models or blended learning approaches. Students taking online courses may especially benefit from diversity of content and presentation afforded through OVRs.  
  6. Monitoring Quality: Given the low barriers to OVR creation and distribution, ensuring information quality becomes even more crucial. The evaluative component of curation is particularly valuable in helping instructors select resources. Nevertheless, assessment of OVR quality can also become relevant assignments for building critical-review skills among students at all levels.
  7. Multisensory Learning: OVR growth aligns with research on teaching with video, which finds that combining visual and auditory information can enhance comprehension and retention of complex concepts. 
  8. Accessibility and Inclusion: OVRs can make sociological concepts more accessible to diverse learners, including those with different learning styles or disabilities.
  9. Interdisciplinary Connections: The growth of OVRs and OVR curation can encourage instructors and students to integrate content from related fields, given easy access to relevant OVRs from other social sciences.  Disciplinary silos that...
  10. Evolving Content Creation: OVR development might inspire more instructors and students to acquire video-creation competencies, potentially leading to greater academic and public engagement, as well as new forms of administratively recognized academic production. 
  11. Video Curation 

   Our research fits into broader trends in digital learning, such as the rapid expansion of online instruction, the increasing use of video in education, and the growing emphasis on open-educational resources. It also aligns with student demands for more flexible, personalized learning approaches.


SOCIOLOGY

People: Andrist, Chepp, Dean, Jessie Daniels, Elwood Carlson, Beverly Yuen Thompson, Akello Stone, Sam Richards, Chris Livesey...  

ANTHROPOLOGY 

People: Alan Macfarlane Abayaba's,  Michael Wesch, Robert Lemelson, (see also Miller&CohenMiller 2019)


ECONOMICS

People: Dirk Mateer, Jadrian Wooten, John Popola, Russell Roberts, Robert Reich  (see also Miller&CohenMiller 2019)


GEOGRAPHY



HISTORY



POLITICAL SCIENCE



PSYCHOLOGY




odds and ends

In sum, by implementing a combination of strategies--leveraging search engines and YouTube, utilizing online curation resources, and adopting RSS feeds--instructors can create an effective system for finding quality videos.


ADDs


A practical way to approach video curation is in terms of levels of curational inclusiveness.  Curation of sociology teaching-film has largely taken the route of the lowest level: the video, the clip, the documentary. the movie—either as single entities (see such and such) or as multiple videos on the same or similar topics (see so and so). However, the latter are not multiple pieces of content from the same creator or distributor.  The second level moves higher in organizational abstraction by virtue of addressing the collections in which single videos are distributed—the OVR. Within this context, curators can indicate all sorts of relevant qualitative and quantitative dimensions and changes. A relevant intermediary level of organization between first and second levels is the playlist—a feature that YouTube has institutionalized within  OVRs that provides greater organizational coherence, usually by topic or theme, within the video channel.


Possible analysis of film resources. It includes selecting and organizing materials in a coherent manner in order to inform others about them, and in this sense, instructors play somewhat of a curatorial role in aligning videos for classes. However, curation may also entail more involved efforts, including synopsis, synthesis, and recommendation. Video curation is a process undertaken by a third party who mediates between a piece of video content, or a collection of content, and a potential audience of viewers, enumerating strengths and weaknesses of such content. 

A central task in developing a practical pedagogy is therefore to propose systematic strategies to bring meaning, order, and appropriate use to this rapidly expanding, undifferentiated mass. In our opinion, at least three questions warrant current attention: how can online video be (1) addressed in a mechanical sense; (2) conceptualized relative to sociological content; and (3) applied for purposes of teaching and learning? 

The first question, although beyond the purview of the immediate paper, relates to building skills in resource acquisition and management, and speaks to the fact that online video is highly accessible, portable, and transformable. Mechanical proficiency begins with recognition that such video can be configured within a larger Internet environment, which can then multiply its teaching and learning potential. One promising schema in this regard comes from the online-learning literature and treats video as the subject within the context of an inclusive multimedia generating and processing system (see Miller, 2011). The procurement, curation, and employment of video are thus seen as being enhanced through systematic adoption of various cloud applicationsincluding RSS feeds, social bookmarking services, converters and editors, and content distribution technologieswhich will help transform instructors into efficient users, and possibly also active producers of multimedia content.

Curation of Sociology-Related Video

Video curation involves a variety of functional tasks related to the display and description of film resources. It certainly relates to selecting and organizing a body of materials in a coherent manner for purposes of exposing them to an audience. But curation is typically understood to entail more involved efforts, including summarization, analysis, and evaluation. We believe curation is particularly valuable when it demonstrates the direct application of how a video or set of videos can promote teaching and/or learning.  




Curating Online Video Repositories

Video curation involves a variety of functional tasks related to the display and description of film resources. It certainly includes selecting and organizing such materials in a coherent manner in order to inform others about them. But curation also is commonly taken to entail more involved efforts, including summarization, evaluation, and recommendation. We believe, curation of education-related videos is at its best when curators describe how they can be applied to teaching and learning.

 [Need to address automated video curation.]

**Ultimately, sociology instructors who employ video in their classes are indeed themselves video curators ... (Rademacher 2021).

Middle-man (intermediary) between content (material, resources, video) and the audience. (Sarah Urist Green https://www.youtube.com/watch?v=GMZVUtUhNwo). Curators mediate between content and audience...

role of intermediary - J Johansson, 2019.

on YT content, use hits and likes --also take selected quotes from comments. comments helpful also in writing summary and assessment via paraphrase and selective quotes.

As found on the Internet, video curation at its simplest level is evident where a series of video channels are identified as the 10, 20, or 50 "top" or "best" video websites or channels are listed, often without specification of criteria...

range and types of video curation: found, orig, remix...

types of video curation (use curation sites as examples of types)

1.  videographic-criticism

McIntosh / Brutlag etc

2.  analysis / application / assessment / recommendation 

TSC / PS...

3.  OVR of found video - perhaps categorized by playlist...

listing of found video -- a la Racism Review

4.  OVR of original video (shortcutsTV, Chris Livesey))

 

levels of curation description and analysis. depth: listing to videographic criticism

also importantly--unit of observation:

    1. piece of content

    2. single OVR

    3. multiple OVRs

We believe curation is particularly valuable when it demonstrates the direct application of how a video or set of videos can promote teaching and learning goals.


In this paper, we largely engage in descriptive curation by locating, organizing, and displaying OVRs, and we also perform limited evaluation by recommending certain sites. Hypertext links to sociology OVRs and their most recently uploaded videos are made available on this RSS page: https://www.protopage.com/millercohenmiller#OVR_SOCIOLOGY. Discussion is then directed to a limited subset that appear to be particularly serviceable as instructor resources or are otherwise remarkable. Given that understanding human behavior transcends disciplinary boundaries, we also identify OVRs from related social sciences that appear to have potential for employment in sociology courses (see https://www.protopage.com/millercohenmiller#OVR_Ant__Eco___Geo__,  https://www.protopage.com/millercohenmiller#OVR_His___Pol___Psy and  https://www.protopage.com/millercohenmiller#OVR_Social_Science). The final stage involves focusing on OVRs more precisely for purposes of application within discipline subfields. To illustrate, we aggregate both academic and nonacademic OVRs that might assist in teaching courses on the topic of social stratification (https://www.protopage.com/millercohenmiller#Social_Stratification).  




Paper Section: VIDEO Curation and AI notes on video curation

  Video curation involves a variety of functional tasks related to the display and description of film resources.  It certainly includes sel...