Monday, September 21, 2026

Repository Thinking

Repository Thinking: Preserving Professional Memory in the Age of Digital Abundance

Michael V. Miller and Anna S. CohenMiller

Abstract

The Web has dramatically expanded access to scholarly, instructional, and other professionally relevant materials. However, such resources are often encountered episodically, while the continuing sources that produce them remain less visible. Repository Thinking is introduced as a sensitizing concept that extends attention from individual resources to the repositories from which they emerge. Drawing on information-management scholarship and an examination of digital teaching sources in sociology, the analysis distinguishes resource-level curation from sustained attention to continuing sources. Discovery, Monitoring, and Organization (DMO), guided throughout by professional evaluation, provide a technology-neutral functional framework for identifying potentially valuable repositories, maintaining awareness of selected continuing sources, and preserving relationships among sources, resources, and professional judgments. These practices can support Professional Memory by making accumulated knowledge available for future pedagogical work. Repository Thinking thus shifts attention from managing more information toward sustaining relationships with professionally valuable sources over time.

Keywords: Repository Thinking; Professional Memory; sociology teaching; digital curation; RSS; social bookmarking

1. Introduction

Over the past two decades, digital technologies have transformed how professional knowledge is produced, distributed, and encountered. Instructors now have access to an extraordinary range of scholarly and instructional resources, often almost immediately. Yet expanded access has created its own problem: valuable resources across an expanding range of media are produced and circulated at a scale that makes sustained professional attention increasingly difficult.

The challenge is no longer simply gaining access to useful professional knowledge, but ensuring that valuable encounters accumulate across time. An article discovered while preparing a class, a resource shared by a colleague, or a source encountered unexpectedly may serve an immediate purpose. Its longer-term value depends partly on whether knowledge gained through that encounter remains available after the immediate need has passed.

We use Professional Memory to describe this cumulative capacity. It extends beyond unaided recall to include knowledge of what has proved useful, which sources have produced worthwhile work, how resources and sources relate to professional interests, and how that knowledge can later be recovered. Professionals have long used external supports to extend intellectual work beyond unaided recall (Mills 1959; Jones 2007). The contemporary difficulty is ensuring that expanding streams of encounters become cumulative professional knowledge rather than disconnected discoveries.

Digital transformation has expanded not only the quantity of material but also the range of producers. Online platforms enable individuals and organizations outside traditional academic institutions to reach global audiences across institutional and geographic boundaries (Costa et al. 2021). Sociologically valuable material consequently emerges well beyond conventional disciplinary sources, including journalism, documentary video, podcasts, and lived-experience interviews. This is especially consequential in substantive courses that intersect with public knowledge produced outside sociology.

Generative artificial intelligence has further reduced barriers to sophisticated content creation, increasing the potential scale of digital production (Kim et al. 2026). As professional knowledge becomes more abundant and heterogeneous, polished presentation becomes a less dependable cue to authority or expertise, increasing the importance of judging both resources and their sources.

Search and AI-assisted systems can locate useful resources rapidly, but ease of discovery does not ensure that either the resource or knowledge of its source remains available for later work.

This resource/source distinction provides the starting point for Repository Thinking. An instructor encountering a useful article asks whether it is worth reading, saving, assigning, citing, or using. Repository Thinking adds another question: Who produced this—and what else have they produced or might they produce? A useful resource may reveal a journal, organization, scholar, or other larger source of professional knowledge.

We use repository broadly for identifiable sources through which related bodies of professional knowledge accumulate or continue to emerge, whether maintained by institutions, organizations, projects, or individual creators. Repository boundaries need not coincide with a platform, nor does repository status require continuous production; dormant or archival sources may retain substantial professional value.

When a resource proves valuable, its source may warrant evaluation and a continuing place within Professional Memory. Otherwise, valuable sources may be repeatedly encountered and forgotten, leaving professionals dependent on renewed searching or platform-mediated rediscovery.

The sections that follow situate Repository Thinking within the functional environment supporting Professional Memory, examine repository-level attention in sociology teaching, develop a framework for sustaining knowledge of valuable repositories, and consider their contribution to Professional Memory.

Our larger argument is that digital abundance requires more than powerful means of finding professional knowledge. It also requires continuity among valuable resources, their sources, and the professional judgments through which their value is recognized.

2. Repository Thinking and the Functions of Professional Memory

Repository Thinking directs attention not only toward valuable resources but also toward the sources from which they emerge. This section places that orientation within the larger functional environment supporting Professional Memory and considers what changes when established information practices are directed toward repositories as well as individual resources.

DMO within a Larger Functional Environment

Professional Memory depends on practices through which professional knowledge becomes visible, remains accessible, and can later inform teaching and research. Within that larger environment, we focus on three recurring functions: Discovery, Monitoring, and Organization (DMO). Discovery brings potentially valuable resources and sources into awareness; Monitoring maintains awareness of selected active sources; and Organization preserves accumulated knowledge for later retrieval and use.

These functions are interdependent rather than necessarily sequential, with professional evaluation operating throughout. When attention extends from individual resources to repositories, DMO can bring potentially valuable sources into awareness, maintain visibility of selected active repositories, and preserve knowledge about sources and resources. DMO thereby supports Professional Memory, whose value ultimately depends on whether preserved knowledge can later be retrieved, reconsidered, and applied, as well as on the persistence of the resources and repositories to which that knowledge refers. Section 4 develops DMO operationally.

Established Antecedents

The functions represented within DMO are not new. Research on scholarly information behavior and personal information management has examined finding, monitoring, keeping, organizing, retrieving, and using information across time, including the distinction between satisfying an immediate information need and keeping encountered information for future use (Ellis 1989; Meho and Tibbo 2003; Jones 2007). Personal knowledge management and educational curation likewise address the continuing organization, connection, and reuse of professional knowledge and educational resources (Jarche 2020; Leighton and Griffioen 2023; Leighton, Griffioen, and Elen 2026).

Repository Thinking builds on these traditions by directing familiar information functions toward continuing sources as well as individual resources.

From Functions to Practice

The existence of well-established information functions does not mean that they are systematically integrated into professional practice. Research on how academics manage information provides some evidence of the gap between available practices and their actual use.

Meho and Tibbo's (2003) social scientists maintained awareness of valued sources through journals, conferences, colleagues, and current-awareness tools. Their findings demonstrate substantial monitoring within established scholarly environments, but do not establish how far such practices extend across the more heterogeneous digital repositories considered here.

Research on Organization points more directly to fragmented practice. Studies of faculty digital information management report semi-systematic strategies, information fragmentation, and difficulty remembering where information is stored (Sedghi et al. 2015; Jacques et al. 2021). Although small and context-specific, these studies caution against assuming that the availability of digital tools produces an integrated environment for preserving and recovering professional knowledge.

Student surveys provide a different window onto the problem. Since 2010, the first author has asked undergraduate sociology students how they preserve valuable Web content for later recovery and how they remain aware of new content from sources they judge useful. Students report many ways of preserving resources, including bookmarks, screenshots, in-app saves, notes, and folders. The contrast is much sharper for Monitoring: very few report practices for maintaining awareness of continuing sources, such as subscriptions or notifications.

These responses cannot establish faculty practice and are not treated as a proxy for it. They suggest, however, that immersion in digital environments does not itself produce systematic and durable information-management practices. Together with the faculty literature, they point to an imbalance: encountered resources may be preserved in numerous ways while comparatively little attention is given to maintaining awareness of their continuing sources.

This imbalance helps locate the particular problem Repository Thinking addresses. Existing practices may preserve individual resources without preserving continuing attention to the sources from which those resources emerge.

Repository Thinking as an Additional Level of Attention

Information activities commonly begin with a resource or immediate need. Repository Thinking adds a second level of attention by asking what a valuable resource may reveal about its source. The resource still requires judgments about relevance, quality, and potential application; Repository Thinking adds a judgment about whether its producer represents a larger body of worthwhile professional knowledge meriting investigation or a place within Professional Memory. Familiar information functions can therefore operate at both resource and repository levels.

Repository Thinking is best understood as a sensitizing concept rather than a technology, organizational system, or prescribed workflow. In Blumer's (1954) sense, sensitizing concepts provide general guidance in approaching empirical instances rather than prescribing fixed attributes through which every instance must be defined. Repository Thinking operates in this spirit by directing attention toward a feature of the knowledge environment that may otherwise remain insufficiently noticed: the larger source behind an encountered resource.

The underlying judgment is not itself novel. Scholars have long recognized journals, authors, organizations, archives, and other continuing sources as worthy of sustained attention. What changes under conditions of digital abundance is the scale and heterogeneity of the environment within which such judgments must be made. Potentially valuable repositories now cross disciplinary, institutional, geographic, media, and platform boundaries, while their visibility is increasingly mediated by systems whose priorities need not correspond to those of the professional.

The need for such attention is not distributed evenly across repositories. Some sources enter professional life with extensive institutional support for discovery, evaluation, and continuing awareness; others do not. Table 1 compares three repository types that illustrate this variation.

Table 1. About here

The comparison highlights an important asymmetry. Scholarly journals benefit from established disciplinary infrastructures, whereas podcasts and OVRs occupy more heterogeneous and often less institutionally supported positions. As such support decreases, more responsibility may fall to instructors for discovery, evaluation, continuing awareness, and preservation.

Repository Thinking begins, accordingly, with a modest extension of an ordinary professional judgment. Is this useful? remains the essential question asked of an encountered resource. Under conditions of digital abundance, however, another question increasingly deserves to accompany it:

Who produced this—and what else have they produced or might they produce?

3. From Resource Curation to Repository Attention

A Tradition of Resource Curation

The distinction between resource- and repository-level attention becomes especially visible in the history of sociology teaching. The discipline has developed a tradition of locating and evaluating instructional resources, but has given little attention to the sources from which they emerge. Film and video provide an especially revealing case.

From its first issue, Teaching Sociology treated film and video as legitimate instructional resources (Smith 1973; Stoll 1973). Subsequent scholarship examined their contributions to sociological thinking and learning (Dowd 1999; Hoffmann 2006; Belet 2017; Besek and Pandey 2022) and their application across substantive areas (Fails 1988; Leblanc 1998; Dagaz and Harger 2011; Pelton 2013; Khanna and Harris 2014; Stout, Earnhart, and Nagi 2020). The journal also reviewed documentaries and instructional collections (Grauerholz and Covert 1997; Baker-Sperry, Behringer, and Grauerholz 1999), eventually formalizing film reviews as a recurring feature. Together, these contributions established a disciplinary tradition of evaluating video resources and their pedagogical applications.

Curated online collections extended this tradition. Sociological Images (SI), founded by Lisa Wade and Gwen Sharp in 2007, developed an extensive repository of visual materials, including video (Mayeda 2010; Wade and Sharp 2013). From 2010 through 2017, The Sociological Cinema (TSC), created by Lester Andrist, Valerie Chepp, and Paul Dean, built a searchable collection in which videos were sociologically interpreted, classified, and connected to teaching applications (Caldeira and Ferrante 2012; Andrist et al. 2014). In 2010, the American Sociological Association launched TRAILS, a disciplinary collection of peer-reviewed teaching materials (American Sociological Association 2026).

SI and TSC warrant particular attention because both were continuing curatorial repositories rather than collections of unrelated resources. They discovered material across the Web, evaluated its sociological significance, organized it through concepts and teaching uses, and made it available for later retrieval. Publication and subscription mechanisms also allowed instructors to monitor the repositories themselves. Both therefore embodied important elements of Discovery, Monitoring, and Organization, primarily at the resource level.

Their practices sometimes extended toward the sources behind individual resources by identifying creators, connecting their productions, and directing readers toward larger websites, channels, series, and projects. Their primary focus, however, remained on organizing selected resources rather than maintaining continuing attention to their sources.

TSC illustrates the distinction particularly clearly. Videos were organized through sociological concepts and related to others useful for teaching the same subjects, creating value by bringing together resources from unrelated producers. Sometimes TSC identified a creator's broader work; sometimes it did not. Sam Richards, for example, entered the collection through a TED talk rather than through SOC 119, the extensive video repository associated with his teaching. Recognition of the sociologist and individual resource therefore did not necessarily make the larger repository visible.

SI and TSC also demonstrate the professional value sophisticated curation can create. Accumulated resources could be recovered and reconsidered for new teaching purposes. TSC's experience with hundreds of videos ultimately contributed to a six-part typology connecting forms of video to pedagogical functions and learning goals (Andrist et al. 2014). Yet such repositories required substantial labor. Editorial stewardship remained concentrated among TSC's founders, and by 2017 curation had slowed as academic responsibilities constrained available time (Miller and CohenMiller 2019). Curation could generate professional knowledge while remaining difficult to sustain.

The Uneven Visibility of Continuing Sources

Sociology instructors rarely need to discover journals as continuing sources. Established institutional systems make journals discoverable, support continuing awareness, and facilitate organization and recovery. Journals thus operate within an institutional ecology supporting substantial elements of Discovery, Monitoring, and Organization.

Established sources can also move into new media without losing professional visibility. The New York Times and The Atlantic, for example, produce video and podcasts while their established identities, archives, and subscription systems keep the content visible. Most OVRs lack comparable institutional support. Their individual videos may become highly visible while the continuing source remains much less so.

Digital curation consequently involves decisions about what to attend to and from whom, increasingly mediated by human curators and platform systems (Davis 2017, 2020). SI and TSC demonstrate the value of human curation, but without comparable mechanisms operating at the source level, a producer can repeatedly generate valuable material while remaining outside disciplinary view.

The Online Video Repository Gap

By 2014, sociology scholars recognized both the growth of online video and its potential for public engagement and teaching (Shrum and Castle 2014; Andrist et al. 2014). Their focus was on individual videos and their uses, not the continuing sources that produced them.

Miller and CohenMiller (2019), writing in Online Learning, used systematic searching to identify OVRs across the social sciences. Numerous OVRs were readily identifiable in economics, while only a handful were found in sociology. In light of the much larger sociology OVR environment identified since then, that contrast points not simply to differences in number but also to visibility and discoverability.

Online video continued to expand after 2019, with further growth accompanying the movement of teaching online during the COVID-19 pandemic. Yet this expansion remained weakly reflected in sociology's teaching literature. Lampe (2023), for example, examined TikTok in sociology teaching without identifying creators as continuing sources. Outside sociology, Miles, Compton, and Herold (2024) examined the larger Crash Course collection as a continuing instructional source. The small number of sociology OVRs identified in 2019 therefore might have reflected not simply how many existed, but how difficult they were to discover as continuing sources.

As of August 2026, continuing discovery and monitoring had identified approximately 200 sociology OVRs, mostly YouTube channels. The collection is highly heterogeneous. Many contain videos created by sociology instructors for their students; others are associated with university programs or educational organizations. Many of those based outside the United States, particularly in the United Kingdom and India, provide tutorials oriented toward college sociology examinations.

These approximately 200 OVRs represent only a fraction of the sources relevant to sociology teaching. Instructors may draw on continuing sources maintained by demographers, economists, historians, journalists, documentary producers, research centers, public agencies, advocacy organizations, and independent creators. The scale problem for Repository Thinking is therefore not primarily how instructors might monitor approximately 200 sociology OVRs, but how they identify a selective and professionally useful set of sources within a much larger repository environment.

To examine OVR visibility in disciplinary publication, we searched Teaching Sociology and selected general sociology journals—American Sociological Review, American Journal of Sociology, Social Forces, and Social Problems—using “video” and “YouTube,” along with searches for prominent repositories. Apparent hits were inspected to determine whether they referred to the named repository. This illustrative examination asked whether sociology-relevant OVRs were readily visible as continuing sources rather than attempting an exhaustive content analysis.

The searches revealed substantial attention to online video but relatively little to its continuing producers. Repository-level exceptions included Mayeda's (2010) examination of SI and Caldeira and Ferrante's (2012) review of TSC. Targeted searches for several prominent sociology OVRs located no substantive recognition of them as continuing sources in the journals examined. Unlike these OVRs, SI and TSC received explicit source-level attention in Teaching Sociology. The gap therefore lies not primarily in video visibility, but in continuing-source visibility.

Crash Course Sociology presents another variation. The 44-episode series, hosted by Nicole Sweeney and organized around an introductory sociology curriculum, has accumulated tens of millions of views, with its introductory episode alone approaching five million. Its educational visibility extends beyond YouTube: the series is cataloged in numerous educational-resource collections and teacher-created guides. Within sociology, Medley-Rath (2022), writing in Socius, identified Crash Course Sociology as a popular supplementary resource and called for scholars to analyze its content. We located no comparable substantive examination in the sociology journals searched. Outside sociology, however, Miles, Compton, and Herold (2024) examined the much larger Crash Course collection as a continuing instructional source. Crash Course Sociology thus illustrates substantial visibility and some disciplinary recognition without comparable source-level examination within sociology.

Unequal Scenes, created by photographer Johnny Miller, uses aerial and drone photography to document stark spatial inequalities in cities around the world. Miller's work has entered scholarship on visual communication, urban inequality, and spatial division, while our searches located no comparable treatment of Unequal Scenes as a continuing source. Scholarly visibility of the work has not necessarily produced repository-level visibility.

SOC 119 makes the distinction between public and disciplinary visibility especially clear. This public-facing extension of a Penn State sociology course addresses race, culture, inequality, identity, and other central sociological subjects. Its YouTube channel contains more than 2,600 videos and approaches half a million subscribers; SOC 119 reports more than 500 million views across platforms in more than 200 countries. Penn State and other media have repeatedly documented the course, its pedagogy, and its online video presence. Yet our searches located no substantive treatment of SOC 119 as a continuing online video source in the sociology journals examined or in broader academic-literature searches. SOC 119 thus demonstrates substantial public, institutional, and media visibility without corresponding recognition as a continuing source in scholarly literature.

Podcasts provide a useful comparison. Prince (2020) documented their limited attention in Teaching Sociology, after which the journal established podcast reviews as a recurring feature. Subsequent scholarship examined their use in sociology teaching (Oslawski-Lopez and Kordsmeier 2021, 2025), and Kordsmeier and Oslawski-Lopez (2026) synthesized this literature into four modes of incorporating podcasts into sociology courses. Together, these developments show growing disciplinary visibility of podcasts. OVRs have not received comparable attention.

Institutional Support and Repository Attention

The uneven visibility of continuing sources becomes more understandable when their institutional structures are compared. Scholarly journals operate through editorial selection, peer review, disciplinary specialization, indexing, and reputational systems that create recognizable source-level units around which professional attention can be organized. Podcasts are more heterogeneous, although continuing series commonly have recognizable producers, archives, and subscription mechanisms, sometimes reinforced by institutional affiliations.

OVRs frequently operate with less disciplinary filtering and institutional support. Inexpensive production and direct distribution allow creators to reach audiences without established disciplinary or publishing systems. Platform recommendations, professional networks, social media, newsletters, colleagues, and AI-assisted systems can all support Discovery. Their purposes, however, need not include disciplinary evaluation or durable professional relationships with sources. Encountering a repository is therefore not the same as establishing continuing professional attention to it. Discovery can be episodic; Professional Memory requires continuity.

Without systematic attention, valuable repositories may never enter professional view; previously encountered sources may disappear from awareness; and knowledge about them may become difficult to recover. Discovery, Monitoring, and Organization address these vulnerabilities.

4. Operationalizing Repository Thinking: The DMO Framework

Repository Thinking can be operationalized through three recurring functions: Discovery, Monitoring, and Organization. DMO is neither a prescribed sequence nor a particular set of technologies. It identifies functions through which potentially valuable repositories enter professional awareness, selected sources remain visible, and accumulated knowledge remains recoverable.

Evaluation runs through all three functions but is not a fourth function or separate stage. Discovery involves judgments about what warrants further attention; Monitoring requires decisions about which sources merit continuing awareness; and Organization preserves judgments about relevance, quality, relationships, and possible use. Evaluation is the professional judgment animating DMO.

Discovery

At the repository level, Discovery begins when attention extends from an encountered resource toward its source. A useful resource can prompt investigation of its producer and larger body of work. The question is not simply whether more material exists, but whether the source appears likely to constitute a continuing repository of professional value.

Discovery can occur through search, citations, colleagues, professional networks, journalism, social media, platform recommendations, classroom preparation, or AI-assisted systems. Repository Thinking treats such encounters as potential starting points rather than endpoints: a resource discovered for one purpose may reveal a source relevant to multiple professional interests.

Discovery effort varies with institutional visibility. Established journals generally enter awareness through disciplinary infrastructures; less visible repositories may require greater initiative to identify and evaluate. This is especially important in substantive teaching, where valuable sources may originate outside sociology—from journalism and documentary production to research centers, public agencies, and independent creators.

Repository-level Discovery therefore involves a movement from resource → source → repository assessment. Discovering a useful resource does not establish that its producer warrants continuing attention; it creates an occasion for that judgment.

Monitoring

Once a source has been judged worthy of continuing attention, Monitoring maintains awareness of its subsequent production. The distinction between resource and repository is especially important here: repositories are monitored; individual resources are curated. Evaluation then determines which new resources warrant further attention, preservation, or use.

Monitoring is necessarily selective. Repository Thinking implies neither subscribing to every source encountered nor following everything a selected repository produces. An instructor may discover many relevant sources but monitor only those whose continuing production warrants sustained awareness.

Monitoring is also distinct from consumption. Awareness that a repository has produced something new does not require consuming or saving it. Monitoring creates an opportunity for selective evaluation; often, no further action is appropriate.

Alerts, newsletters, platform subscriptions, notifications, RSS feeds, and other current-awareness systems can perform this function. RSS provides a particularly clear illustration because production from multiple selected sources can enter a common awareness environment without repeated visits to individual sites or dependence on platform recommendations.

Figure 1 illustrates such an environment through a dashboard aggregating recent production from selected sociology OVRs. The particular software is incidental; what matters is that continuing production from dispersed repositories becomes visible in a common environment where new resources can be selectively evaluated.

Figure 1. About here

Organization

Organization preserves accumulated knowledge for later recovery, reconsideration, and use. At the repository level, this means more than retaining URLs or files. It preserves relationships among resources, producers, repositories, topics, evaluations, and possible applications:

Resource ↔ Producer ↔ Repository ↔ Topic ↔ Evaluation ↔ Use

This separates resource storage from relational Organization. Saving a resource may allow it to be found again; preserving why it mattered, who produced it, and how it relates to other professional interests retains more of the judgment generated through the original encounter.

Many technologies can perform this function. Social bookmarking provides one illustration because a resource can be associated simultaneously with its repository, sociological topics, pedagogical uses, and evaluative annotations rather than confined to a single location.

Figure 2 illustrates this form of Organization through tags and annotations. Again, the tool is incidental. What matters is preserving enough context and prior judgment that a later encounter need not begin again from an unidentified link or recollection that something useful was once found.

Figure 2. About here

DMO as an Integrated and Recursive Practice

Discovery, Monitoring, and Organization are analytically distinguishable but do not ordinarily proceed in a fixed sequence. DMO names functions rather than a required workflow.

An initial encounter may commonly proceed Discovery → Organization → Monitoring. An instructor discovers a valuable resource, preserves the resource and knowledge of its source, and then decides whether the source warrants continuing awareness. Monitoring produces further discoveries, which may be organized or used to revise prior judgments.

DMO is therefore recursive. Monitoring creates opportunities for Discovery; Organization preserves knowledge that shapes later Discovery and Monitoring; and evaluation operates throughout as professional judgment is exercised and revised.

The framework is also technology-neutral. Particular technologies for discovering, monitoring, and organizing sources will change; the functions remain recognizable.

Finally, DMO is necessarily selective. Repository Thinking does not ask instructors to preserve everything they encounter. Its purpose is nearly the opposite: to sustain relationships with a comparatively small set of sources judged worth carrying forward. Through DMO, knowledge of those sources can become part of Professional Memory rather than a succession of disconnected encounters.

5. Supporting Professional Memory

We use Professional Memory to describe the recoverable continuity of professional knowledge, judgments, relationships, and pathways across time. It is not simply stored information or individual recall, but the capacity through which prior professional experience remains available for recovery, reconsideration, and use.

Teaching makes such continuity especially visible. Across years, instructors accumulate judgments about sources, resources, examples, adaptations, and earlier choices. Much of this expertise develops through repeated encounters rather than formal documentation. When it remains recoverable, later teaching can build upon prior professional judgment rather than repeatedly reconstructing it.

Professional Memory can be supported individually and collectively. Personal information practices preserve portions of an instructor's experience, while journals, libraries, professional associations, curated repositories, and networks perform related functions collectively. The institutional differences examined in Section 3 therefore affect not only visibility but also the conditions under which professional knowledge accumulates.

Intellectual Craftsmanship and the Professional File

The problem of preserving continuity in intellectual work is not new. C. Wright Mills (1959), discussing intellectual craftsmanship, urged social scientists to maintain a “file” through which experience, reading, ideas, and developing projects could be brought into continuing relationship. The file was not merely an archive; its value lay in making earlier material available for reconsideration, recombination, and new intellectual work.

Digital environments vastly expand what such a file might contain and where its contents originate. Repository Thinking also adds a prospective dimension. A traditional file largely preserves what has already entered the scholar's intellectual world; attention to continuing repositories can also preserve relationships with sources whose future production may prove valuable.

This does not mean anticipating future resources. It means carrying forward earlier professional judgments so that sources already found valuable remain capable of contributing to later work.

From Episodic Search to Professional Continuity

Digital abundance encourages episodic information use: a need arises, a search is conducted, a resource is found and applied, and attention moves elsewhere. Search systems make this highly effective for immediate needs but do not necessarily provide continuity between episodes.

Repository Thinking allows an encounter to leave behind more than the resource used at that moment. Knowledge of its source, prior evaluation, relationships, and possible applications can remain available. Monitoring allows selected sources to reenter awareness without renewed searching, while Organization preserves context so later encounters can build on earlier judgments.

This matters because professional value changes over time. A resource rejected for one purpose may later become useful; a narrowly relevant source may begin producing material relevant elsewhere; and experience may alter earlier evaluations. Professional Memory therefore depends not simply on recoverability but on reconsiderability: prior judgments must remain available without becoming permanently fixed.

DMO does not eliminate episodic search. It allows selected encounters to become part of a cumulative professional environment in which earlier discoveries and judgments can contribute to later ones.

Professional Memory Across Temporal Horizons

Professional Memory operates across different time horizons. In the short term, it supports practical recovery of a half-remembered resource or source. Across semesters, it allows earlier classroom experience and evaluations to inform later decisions. Across years, accumulated relationships among sources, resources, and judgments can support broader reconsideration of courses and professional interests. These are cumulative rather than separate outcomes: recovery enables reconnection, and reconnection makes reconsideration and new use possible.

Repository Life Cycles and Persistence

Repositories themselves change. They may become dormant, migrate, alter their purposes, lose archives, or disappear. Repository Thinking therefore concerns continuity with sources that may themselves be unstable.

This makes it important to distinguish Organization from Persistence. Organization concerns whether meaningful pathways to professional knowledge have been preserved; Persistence concerns whether the external resources and repositories remain available. Either can exist without the other.

Platform-dependent resources illustrate this vulnerability (Lampe 2023). Links, accounts, policies, and access conditions change. Conversely, institutional preservation can extend continuity, as occurred with Michael Kearl's A Sociological Tour Through Cyberspace.

Even when a digital object disappears, Professional Memory about it need not. Metadata, provenance, annotations, evaluations, and pedagogical context can preserve what mattered and why. Preserving the object and preserving professional memory about it are related but distinct accomplishments.

Persistence is therefore a condition affecting Professional Memory rather than something DMO can guarantee. DMO can preserve knowledge and pathways; it cannot ensure that external repositories or resources remain indefinitely.

Reducing the Burden of Remembering

External systems extend memory by reducing dependence on unaided recall. Alerts, subscriptions, feeds, and related systems extend this function prospectively by allowing selected sources to return to awareness when they produce something new.

AI-assisted systems may increasingly help retrieve, summarize, compare, and relate accumulated materials. Neither automation nor AI, however, determines what deserves a continuing place within Professional Memory. Professional judgment remains necessary.

The value of automation is therefore not that professionals can remember everything, but that some routine burden of maintaining continuity can be shifted to external systems, leaving greater attention for evaluation and application.

Professional Memory as a Generative Capacity

Professional Memory does more than recover what was previously known. When accumulated resources, source relationships, and judgments remain available, they can be recombined to generate new professional knowledge.

The Sociological Cinema provides an example. Repeated curation and classification of hundreds of videos contributed to a typology connecting forms of online video with pedagogical functions and learning goals (Andrist et al. 2014). The professional value emerged partly from relationships visible only through accumulation.

The same process operates at smaller scales. Resources encountered years apart may reveal patterns; a source valued for one topic may become relevant to another; earlier judgments may be reconsidered in light of new circumstances. Accumulated source knowledge may generate comparisons, assignments, course structures, or research questions that no single resource would produce.

Across a professional career, such continuity can also support intellectual development. Repeated encounters leave traces of changing interests, evaluations, and connections; when those traces remain recoverable, professionals can revisit earlier judgments and recognize relationships that were not visible when individual resources were first encountered. Professional Memory does not guarantee such development, but it preserves conditions under which it can occur.

Professional Memory is therefore not simply retrospective storage. Its prospective value lies in making earlier experience available for later judgment and creation.

Repository Thinking provides the orientation: attend to valuable resources and the continuing sources from which they emerge. DMO provides functions through which selected sources can be discovered, monitored, and organized. Professional Memory describes the capacity these practices support: accumulated professional knowledge, judgments, relationships, and pathways remaining recoverable, reconsiderable, and generative across time.

6. Conclusion

The most consequential implication of Repository Thinking is not that instructors need better tools for managing information. It is that professional visibility is unevenly organized. Journals enter professional life through established systems of evaluation, indexing, monitoring, citation, and preservation; other potentially valuable sources may depend on platforms, informal circulation, or individual initiative. Digital abundance therefore creates not only an information problem but a problem of professional recognition: how do emerging sources enter disciplinary view, and how can worthwhile attention to them be sustained?

The sociology OVR case makes this gap visible. A substantial and heterogeneous population of sociology OVRs exists alongside a much larger environment of continuing video sources relevant to sociology teaching, yet OVRs have received little recognition as continuing sources in sociology's professional literature. SOC 119 makes the asymmetry especially clear: extensive public reach does not necessarily produce comparable disciplinary visibility.

This suggests a role for disciplinary institutions as well as individual instructors. Teaching Sociology, for example, might extend its review tradition through an OVR Review feature evaluating continuing repositories rather than individual videos. Such reviews could consider producers, authority, scope, pedagogical relevance, and continuing value. The journal's developing attention to podcasts demonstrates how recurring professional review can bring newer instructional media into disciplinary awareness. Comparable attention to OVRs could distribute some of the Discovery and evaluation now left to individual instructors.

The larger implication extends beyond OVRs. Professional Memory is supported individually and collectively. Instructors can preserve relationships with selected sources, while journals, libraries, associations, curated collections, and other intermediaries can make repositories more discoverable, evaluable, recoverable, and persistent. Repository Thinking therefore concerns not only personal information practice but the institutional arrangements through which sources become professionally visible.

For teaching, such continuity matters because pedagogical expertise is cumulative. When knowledge generated through repeated encounters with resources remains recoverable and reconsiderable, later teaching can build on earlier professional experience rather than reconstructing it.

The same orientation has implications for students. Information literacy commonly emphasizes evaluating individual resources and credible evidence. Repository Thinking adds a complementary question: when students encounter something valuable, do they recognize who produced it, the larger body of work surrounding it, and whether that source warrants continuing attention? Amid fragmented, algorithmically delivered content, recognizing continuing sources may itself be an important form of information literacy.

Generative AI makes such judgments more consequential. As polished content becomes easier to produce, presentation alone provides less evidence of authority or value. AI may also assist Discovery and recovery, but neither role eliminates the need to judge provenance, source relationships, and what deserves to be carried forward.

Future research might examine how instructors discover, monitor, organize, and reconsider continuing digital sources and how emerging repositories acquire disciplinary visibility. Such work could clarify the individual and institutional conditions supporting Professional Memory.

Although developed through sociology teaching, the underlying problem extends to other knowledge-intensive professions. The particular repositories and professional infrastructures vary; the challenge of sustaining worthwhile source relationships across time does not.

Repository Thinking does not promise complete or permanent Professional Memory, nor should every useful resource lead to continuing attention to its source. Its aim is selective: preserving sufficient continuity that sources already judged valuable remain capable of contributing to later work.

Its central question is intentionally simple: Who produced this—and what else have they produced or might they produce? Asked consistently, it can turn an isolated encounter into recognition of a continuing source. Discovery brings that source into view; Monitoring can keep selected sources visible; Organization preserves relationships and prior judgments. Together, these practices allow professional experience to accumulate across episodes of immediate need.

The task is not to remember everything. It is to build sufficient continuity that what has proved worth knowing does not have to be discovered anew.

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APPENDIX A: OPERATIONALIZING DISCOVERY, MONITORING, AND ORGANIZATION

The DMO framework identifies functions rather than required technologies or a standardized workflow. This appendix provides compact examples of how each function can be accomplished. Figures 1–2 and the live Protopage and Pinboard environments provide fuller illustrations; the examples below are starting points rather than an inventory of tools.

A1. DISCOVERY

Discovery concerns how potentially valuable resources and sources enter professional attention. It may be purposeful—through search engines, library databases, scholarly indexes, platform search, or AI-assisted search—or less directed, through colleagues, newsletters, curators, professional networks, platform recommendations, and other recurring information environments.

Curated sources can broaden Discovery by filtering material before it reaches the instructor. Examples include expert curators, educational and cultural collections, public-scholarship outlets, data-visualization sites, archival collections, and juried selections such as the Peabody and Webby Awards. No curator offers a neutral window onto what exists; combining differently constituted filters can widen the range of resources and producers that become visible.

Algorithmic and AI-assisted systems provide additional discovery routes but should be treated as sources of candidates rather than substitutes for evaluation. Platform recommendations may optimize for objectives unrelated to scholarly quality or pedagogical value, while AI suggestions may be incomplete, outdated, or incorrect. Potential sources therefore require examination and verification.

Across these pathways, Repository Thinking introduces a common additional move:

Who produced this—and what else have they produced or might they produce?

A useful representation is:

Resource encountered → Resource evaluated → Producer/source identified → Repository examined → Repository-level judgment

The outcome remains selective. A repository may warrant Monitoring; an archive may merit Organization without continuing Monitoring; an individual resource may be worth preserving even when its source is not; or no further action may be warranted.

A2. MONITORING

Monitoring concerns how selected repositories remain within professional awareness without repeated searching. It follows an evaluative judgment that a source's future output has enough potential value to justify continuing awareness.

Email alerts, newsletters, publication alerts, platform subscriptions, saved searches, RSS feeds, and related systems can all perform this function. Their differences matter less than the function they accomplish. Platform subscriptions are convenient but disperse Monitoring across separate environments. RSS can bring heterogeneous sources—journals, OVRs, podcasts, blogs, and other sites—into a common awareness environment.

One implementation developed with this article uses a Protopage dashboard to aggregate selected sociology repositories. The live page allows readers to inspect a larger and changing set of examples than could reasonably be reproduced in a static appendix.

[LINK TO SOCIOLOGY REPOSITORY MONITORING PAGE]

Monitoring should not be confused with consumption. Its purpose is peripheral awareness: making new production visible so that professional judgment can determine whether anything further should happen. For most items, no further action may be appropriate.

Repository selected → monitoring mechanism established → new output becomes visible → instructor evaluates → no action or further DMO activity

The same infrastructure can also support Discovery when feeds from curators and selection services are combined to expose instructors to sources they do not already monitor.

[LINK TO DISCOVERY PROTOPAGE]

A3. ORGANIZATION

Organization concerns how selected resources, repositories, relationships, and judgments remain recoverable after an encounter. At its simplest, it may involve a bookmark, saved item, playlist, reference-manager record, note, or folder. More structured systems can preserve metadata, annotations, tags, and cross-connections.

The key distinction is between merely storing an item and preserving enough context to make it professionally meaningful later. Repository Thinking encourages Organization at both resource and repository levels. A useful resource can be retained while its producer and larger source are also identified, allowing later retrieval through several intellectual pathways.

Social bookmarking provides one illustration. In Pinboard, for example, a saved resource can be connected simultaneously to its repository, substantive topics, courses, pedagogical uses, and evaluative notes. The live Pinboard collection accompanying this article shows a broader range of OVR entries, annotations, and tags than can be reproduced here.

[LINK TO PINBOARD REPOSITORY THINKING PAGE]

A compact relational representation is:

Resource ↔ Producer ↔ Repository ↔ Topic/course ↔ Evaluation ↔ Use

The point is not to document every encounter. Organization is selective. A URL may be sufficient for one resource; another may justify an annotation explaining why it mattered, how it was used, or why its source deserves continuing attention. The objective is to preserve enough of the earlier judgment that later professional work need not reconstruct the encounter from scratch.

APPENDIX B: DMO IN PRACTICE—FROM REPOSITORY AWARENESS TO SELECTIVE PRESERVATION

DMO becomes clearest when the functions are viewed together. One implementation developed with this article uses Protopage for continuing awareness and Pinboard for selective Organization. The technologies are illustrative; other combinations can perform the same functions.

A repository enters Monitoring only after Discovery and repository-level evaluation. When an RSS feed is available, adding it to the dashboard allows new output to become visible without repeated visits:

Discovery → repository examined → continuing value judged plausible → Monitoring established

Monitoring does not endorse future output in advance. It preserves an opportunity to evaluate it. Most newly visible items require no further action; others invite inspection, use, or preservation.

New resource appears → initial evaluation → no further action OR further evaluation → Organization if warranted

When a resource is worth retaining, the organizational record can preserve more than its location. Depending on its significance, the record may identify the producer or repository, relevant topics or courses, pedagogical uses, and a brief evaluative annotation. Organization can also generate new Discovery when a retained item reveals another producer or source.

The resulting process is recursive rather than linear:

DISCOVERY → repository-level judgment → MONITORING → selective evaluation → ORGANIZATION → later retrieval/reconsideration → new Discovery or revised judgment

The live Protopage and Pinboard pages allow readers to inspect this process in a changing environment rather than through an extended static inventory. A short demonstration may likewise show the movement from a monitored repository to selective preservation.

[LINK/QR CODE TO DMO PROCESS DEMONSTRATION]

The practical lesson is simple: Monitoring can remain comparatively broad because Organization remains selective. “No further action” is not a failure of DMO; it is what keeps continuing awareness from becoming indiscriminate accumulation.

APPENDIX C: FROM ORGANIZATION TOWARD PROFESSIONAL MEMORY

Organization contributes to Professional Memory when it preserves not merely an object but enough of the relationships and judgments surrounding it to support later recovery and reconsideration. Compare:

Resource → title + URL

with:

Resource ↔ Producer ↔ Repository ↔ Related resources ↔ Topic/course ↔ Evaluation ↔ Prior or possible use

Both are Organization. The second preserves more of the professional work generated by the original encounter.

A simple worked example illustrates the transition. An instructor may encounter a video featuring food historian George Motz for an immediate teaching purpose. Repository Thinking prompts the additional question: Who produced this—and what else have they produced or might they produce? Examination of Motz's larger body of work may reveal a continuing source worth remembering. The organizational object then becomes not merely the original video but a source-resource relationship that can be revisited when relevant interests recur.

valuable thing found → valuable place to look recognized → relationship preserved

The source need not subsequently be monitored. Some repositories are more valuable as accumulated archives than as continuing streams.

Unequal Scenes illustrates a richer relationship. A single image may be useful for teaching stratification, but the larger project created by Johnny Miller connects visual sociology, spatial inequality, global comparison, drone photography, and methodological questions. An organizational record can preserve the repository, selected resources, substantive and pedagogical tags, and evaluative notes. Material first saved for stratification may later become useful in urban sociology or methods because the earlier relationships remain recoverable.

The live Pinboard collection provides additional examples of this form of Organization, including OVR entries whose annotations record why a source may warrant continuing attention. Keeping those fuller examples online allows the appendix to emphasize the principle rather than reproduce an expanding catalog.

[LINK TO PINBOARD REPOSITORY THINKING PAGE]

Across time, professional work generates many small judgments: this was useful; this source is unusually good; this worked poorly with students; this item may fit another course. If only URLs survive, much of that judgment may disappear. Relationship-rich Organization can preserve enough context for later encounters to revise rather than reconstruct earlier assessments.

The progression can be represented analytically as:

Storage → Organization → relationship-rich Organization → reconnection and reconsideration → Professional Memory

DMO does not by itself produce Professional Memory, nor does every resource warrant extensive documentation. The practical question is more modest:

What from this encounter might be worth remembering—not merely finding—later?

For many encounters, the answer will be nothing. For others, a URL will suffice. For a smaller number, preserving the source, relationships, evaluation, or anticipated use can allow earlier professional judgment to remain available for later work.

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Repository Thinking

Repository Thinking: Preserving Professional Memory in the Age of Digital Abundance Michael V. Miller and Anna S. CohenMiller Abstract...