From: AAAI Technical Report SS-97-01. Compilation copyright © 1997, AAAI (www.aaai.org). All rights reserved. Caring About Knowledge: The Importance of the Link Between Knowledge and Values Sue P. Stafford Department of Philosophy SimmonsCollege 300 The Fenway Bostom, MA02114 sstafford@ simmons.edu Abstract This paper exploresthe connectionbetweenknowledgeand values (whichI call careabouts)andarguesthat knowledge modelingusing AI techniqueswill be mosteffective in assisting knowledgemanagersif both knowledgeand careaboutsare modeled.Thepaper presents sevenmajor claims;onebusiness"casestudy"is usedto illustrate each of them. (1) Tomanageknowledge,we mustfLrst understandthat knowledge and values (careabouts)are intimately connected. (2) Epistemologists are increasinglyawareof the knowledge-careabout link. (3) Recentworkin cognitivescience on the connection betweenreason and emotionalso supportsthe knowledgecareaboutlink. (4) Knowledge workerscreate different rived realities. (5) Culturaldiversityin the workplace accentuatesthese differencesto the extentthat cultural differencescreate differencesin careabouts. (6) Creating and sharing knowledge-careabout models creates a newcorporatereality of understanding and facilitates knowledge management. (7) AI technologycan be usedto facilitate the modeling knowledgeand careabouts. Introduction Let us accept, along with Peter Drueker (Drucker, 1993; Drucker, 1994), the premise that society is transforming from an industrial to a knowledgesociety. The future, then, belongs to the knowledgeworker and the knowledge manager. Barring the complete automation of knowledgeintensive functions, this situation demands a comprehensive understanding of humanknowledge-in-use. Consider first knowledgeworkers. They are hired because of what they knowand their potential to be continuous learners. They are retained because they continue to gain and apply knowledge appropriately. Consider now the managersof these individuals. They are hired and retained because of their ability to foster continuouslearning and to bring people and their knowledgetogether for productive performance. The practical demands of the workplace reveal that there is an intimate connection between knowledgeand the values that individuals hold. I will call these values "eareabouts," to distinguish them from socalled corporate values which are currently receiving attention. Knowledgeand Careaboutsare Intimately Connected Knowledgeworkers come to knowwhat they care to know; subject matter which I don’t care about, I simply don’t learn. Likewise, what knowledgeworkers know(and don’t know) constrains what they can care about; I can’t care about problems that I don’t knowabout. What this means is that knowing isn’t sufficient for knowledge work. Knowledgeworkers must also care enough to apply their knowledgeat the appropriate time in the appropriate way. They must also knowwhen those opportunities arise. To manage knowledge-in-use, then, we must also manage careabouts. A concrete examplewill serve to illustrate the connection between knowledge and careabouts. Bond analysts at a major insurance company underwrite bonds. 1 They are college educated and have attended a company-sponsored "Bond School." The bond analysts are supported by Customer Service Representatives (CSRs), who are high school graduates with perhaps a little college education. CSRshave not been to Bond School. The majority of CSR time is spent on what they call "processing" -- paperwork involving typing, mailing, renewing, billing and responding to phone calls regarding the status of bond submissions. The company was facing productivity problems, and wanted the CSRsto becomeknowledgeworkers, taking on someresponsibility for underwriting. This would free the analysts to becomemore involved in sales and marketing. A knowledge analysis of the Bond Unit was performed to 1The author was involved as an independent consultant in the work described here, the workwas part of a major rengineering effort. Becauseof the strategic nature of this work, the client has requested anonymity. 156 facilitate an understandingof the knowledge required for underwriting, as well as the knowledgegap betweenthe CSRsand the analysts. Howmuchknowledgeis required for underwriting?Whatwouldit take for CSRsto acquire that knowledge?1 Could the current CSRs become knowledge workers? Was the envisioned transition realistic? guys, andI lovedit... I’d just keepgoingandgoing...butI didn’t understanda wordof it." For this project, six individualswereinterviewed:four CSRsand two analysts. Theseindividuals wereselected by their supervisoras beingrepresentativeoftbe BondUnit as a whole. Theinterviews wereaudio recorded, transcribed and analyzed to develop models of knowledge, personalities and skills. Results from the knowledge analysis wereusedto outline training needs,develophiring profiles, and determinethe appropriatenessof performance measures.Althoughthe interviews did not focus directly on careabouts,the results of the knowledge analysis point clearly to their significance. In fact, one of the most striking results of the analysis wasthe discoveryof two fairly distinct groupsof CSRs-- those whocared about progressingalong a career path andthose whocared little for advancement. Among the group which cared about career advancement,one CSRcommented that "Youhave to have the desire to wantto learn moreandif youhavethat, really you can do it." Anotherwas taking a writing course at night "so I will knowhowto speak; and I can do fine over the phonewith an agentexplainingthings but not so well in writing." A third remarkedthat "Information does not filter to CSRs consistently... I keepmyears openso I know what’s going on." Although these CSRslacked the knowledgeneededto take over evenminimalunderwriting responsibilities, they cared enoughabout learning and advancing to makeit likely that an opportunity or a requirement to go to BondSchool would be received positively. Furthermore,it is likely that CSRswith these careabouts would be able to makethe transition to knowledgeworksuccessfully. Contrast this group with another group of CSRswho expressa quite different set of careabouts.In this group, processingwasthe primarycareabout, althoughthere was someinterest in the patina of advancement. "I don’t care if I doprocessing for the rest of mylife .... I like it...but I still wantto be a higher title," remarkedone CSR.TheseCSRs wouldlikely feel threatened by a requirementthat they attendBondSchool;at the very least, an offer of corporate sponsorshipto attend BondSchoolwouldnot be viewedas an opportunity."I feel challengedwith myprocessing"one CSRconfides, and anotherdiscloses being content to work in ignorance of the meaningof the workbeing done. "I meanI wouldsit and type a 20 page submissionfor these The knowledgeanalysis performed for this project clearly demonstrates the close connection between knowledgeand careabouts. Bridging the knowledgegap between CSRsand analysts will require a significant trainingeffort, but the effort will likely be successfulonly with the first groupof CSRs.Althoughit mayappear that it is just a difference in intelligence that divides these groups, I wouldargue that the situation is morecomplex than that. Although clearly capable of taking on underwritingresponsibilities, oneCSRremarksthat "if we did...a lot of the underwriting,then wewouldn’tbe able to process, and then that would, so,...you know, I enjoy processing a lot more to be honest." Knowledge workers will cometo knowwhat they care to know. Managing knowledge effectively requires understanding and appreciatingthis link. Recent Work in Epistemology and Cognitive Science Supports the Knowledge-Careabout Link Epistemologists have becomeincreasingly interested in epistemics or applied epistemology,and along with this interest has comean appreciation of the contextualized nature of applied knowledge.Alvin Goldmanhas coined the term "epistemic folkways"to refer to our ordinary, commonsense epistemicconcepts, principles and practices, and has suggested that elucidation of these "epistemic folkways"is "one proper task of epistemology"(Goldman, 1992,p. 155). Whilethis is a step in the right direction, experience with knowledgework suggests new ways of understandingcontext. Knowledge workersintroduce new elementsto epistemics, not only becausethey workunder time pressure with less than perfect information, but because they must put their knowledgeinto action. In addition to understandingepistemicfolkways,then, wewill also want to understand what mightbe called epistemic workways - the epistemic concepts and normsrequired by and expressed in knowledgework. Wemayexpect that careaboutswill be one of those concepts. LorraineCode,a feminist epistemologist,points out that real knowersare embodiedandsituated in the world. She remarksthat facts are not simply facts, but are an intricate weaveof subjectivity and objectivity. "’Truths’ haveimplications; they do not pertain in isolation" (Code,1991,p. 72). Most significantly, real knowersare responsible for their knowledge;for themthe statement"I know"has significant implications.Asshe puts it, 1 Whilethis company has automatedknowledgefunctions in someareas, automatedbondunderwritingwasnot an optionfor this project. 157 a responsible attitude to knowledgeand belief in generalis manifested,in part, in caring about what one claims to believe or know.People for whombelieving or not believing, knowingor not knowing, are mattersof indifferenceare unlikelyto meet even the least stringent requirementsof epistemicresponsibility (Code,1987,p. 251). memois received by CSRsin the Bondunit described above’. In other words, real knowledgeand careabouts are intimately linked, andsuccessful knowledge managerswill be those whorecognizeandlearn to exploit that link. Neurologist Antonio Damasio provides another interesting supportfor the knowledge-careabout link in his recent book, ~ (Damasio, 1994). Damasio describesthe case of PhineasGage,a railroad construction foremanin Vermont whosuffered froma bizarre injury. In the summer of 1848,while blasting stone awayto lay down newtrack, a prematureexplosionresulted in an iron bar being propelledthroughGage’sskull. Beforethe accident, Gagewas described as a manof "temperate habits," a "smart businessman, very energetic and persistent in executingall his plans of action" (Damasio,1994, p. 8). After the accident, although he was able to think and reason normally and his memory was normal, he nonethelesswasa significantly changedman,"capricious andvacillating, devising manyplans of future operation, whichare no sooner arranged than they are abandoned" (Damasio,1994, p. 8). Damasioalso describes a similar caseof oneof his patients, a manhe refers to as Elliot. The predicamentof both menafter suffering damageto the prefrontal area of the brain appearsto be similar. AsDamasio puts it, they had "the ability to know,but not feel" (Damasio,1994, p. 45). Their brain injuries prevented themfrom"assigningdifferent valuesto different options" (Damasio, 1994, p. 51). Althoughthey could generate reasonable options for action and knewthe consequences of each proposed course of action, they didn’t act appropriately; they wereunableto makedecisions and act on them. Damasio’sstudies suggest that reason and emotionare relatively distinct functions supported by distinct neurological systems. Damage to one system reveals the functionalityof the other systemoperatingalone. I suggest that reason and emotionmaprelatively straightforwardly into knowledge and eareabouts. Themoral of the story is that although knowledge will enable knowledge workersto generate appropriateconclusionsabout proposeddecisions or coursesof action, it is eareaboutsthat enableknowledge workers to act on their knowledge.Managingknowledge for effective businessperformancethus requires managing careaboutsas well. KnowledgeWorkersCreate Different Lived Realities Knowledge and careabouts provide knowledgeworkers a conceptual organization which conspires to create a subjective componentof their world. To the extent that knowledgeand careabouts differ, knowledgeworkers create different lived realities. Imaginethat the following 158 In 1997, all CSRs will be able to participate in six weeksof training to prepare them to assume limited underwritingresponsibilities. Pleasesee your supervisor at your earliest convenience to scheduleclasses. I contendthat receipt of sucha memo constitutes at least twovery different events- an opportunityin the case of the first groupof CSRsand a threat in the case of the second group. Likewise,respondingto the memoby meetingwith a supervisor, and attendance at classes will also be significantly different eventsfor these twogroups.Perhaps mostimportantly, the results of the occurrenceof all of these events will be predictablydifferent. Thefirst group will transition relatively easily into the newknowledgeworkenvironment,while the secondgroup will transition withdifficultyor not at all. CulturalDiversity AccentuatesDifferencesin Careabouts Cultural differencescan create differencesin careabouts. Althoughresearch in this area is ongoingand defmitions are difficult (exactly whatcountsas a culture?), it seems fair to say that differentcultural orientationsplacedifferent emphasisin the followingbroadareas (Carr-Ruffino,1996, pgs. 31 - 88): (a) Control- I control or I’mcontrolled Co)Me first- usfirst (c) Relationships competing orcooperating; achievement first or peoplefirst (d) Equalityor rank andstatus (e) Risk taking (f) Time- linear or circular (g) Spaceclose ordistant (h) Communication - direct or indirect Wecan think of these areas as categories of careabouts. Consider,then, a fewof the specific careaboutsclaimedto be typical of Asian Americans(Carr-Ruffino, 1996, p. 277). In area Co), the groupis valuedabovethe individual, andfairness to the groupis consideredmoreimportantthan gaining wealth. Familyties are especially important. Harmony is more important than making money. Deferring to the wishes of others to maintain harmony reflects maturity. Modestyis important for all, but especially for women.Modestyis shownby avoiding drawing attention to oneself. Nowimagine an Asian AmericanCSRwith these careabouts responding to the memonoted above. Supposethat classes will require a changed work schedule that interferes with time traditionally savedfor familyactivities. Supposethat the majorityof CSRsfeel threatenedby the "offer" andchoose not to take classes. It seemslikely that our imaginaryCSR, though perfectly capable of transitioning to the new environment,will choosenot to. Of course not all Asian Americans hold exactly these careabouts,and those whodo mayhold themto different degrees. Careful interviewing andthoughtfulanalysis are essential to the development of modelsthat are accurateandavoid stereotyping. Althoughall of this mayappearobviousupontelling the story, it wasnot at all obviousto thoseresponsiblefor the BondUnit. Not only was the size of the knowledgegap betweenanalysts and CSRswaspoorly understood, but the discrepancy in careabouts amongCSRswas not even considered.Asa result of an analysis whichcapturedboth knowledge and careabouts,this client wasable to develop appropriate training programs as well as review performanceevaluation and compensationwith an eye to connectingwith the careabouts of current employeesand hiring newemployeeswith careaboutsconsistent with the newenvironment. The general claim being madehere is that workplace reality is a participatory phenomenonwhich has a subjective as well as an objective component.Knowledge andcareaboutsact as a set of lenses throughwhichevents are interpreted and decisionsmade.Whenthe lenses differ, the realitydiffers. Creating and Sharing Knowledge-Careabout Models Facilitates Knowledge Management Havingunderstood what knowledgein general is, large organizations must understand their specific knowledge assets. Onewayto dothis is to modelthose assets, andthis requires modelingknowledgeand careabouts. As with any model, a modelof knowledgeand careabouts will be an abstraction, expressing the essential features of both componentsas well as their interaction. Knowledgecareaboutmodelscan be specific to individuals, but will likely be more powerful if they model patterns of knowledge-careabout links in groupsof individualssuch as a particular businessunit. Thesharingof these modelsis a sharingof multiplerealities. Thereis significant business potential in creating and sharing models which express the intimate relations betweenknowledgeand careabouts. This activity has the potential to create a newcorporate reality frommultiple individualrealities, becauseindividualsandbusinessunits cometo knowand understandeach other’s knowledgeand careabouts.. Corporations undergoingthis process are doing the equivalent of thinking; the modelscomprisea corporatecognitivemodel,andbecausethey are shared, the corporation can be said to "knowitself’. Weknowthat individuals whoare self-aware are moresuccessful than those whoare not. Individuals becomeself-aware by introspecting, by looking deeply into themselves. The result of this process is a clear understandingof one’s knowledge, careabouts, abilities, strengths, and weaknesses.Corporationswill receive the samebenefits. This newreality of understandingcan be evaluated by knowledge managersand, if desired, the understoodreality can be changed. Changeresults from either (1) changing knowledge(e.g. filling gaps, distributing existing knowledge,eliminating the need for certain domainsof knowledge),(2) changing careabouts (e.g. through financial incentives, changedworkschedules, changedjob responsibilities), or (3) changingthe relation between knowledgeand careabouts (e.g. throughlinking existing careabouts to newwaysof gaining or using knowledge). Theinclusion of careaboutsin the modelsprovidesthe link betweenunderstandingand acting whichis necessary if knowledge management is to yield practical results. AI Technology Can Facilitate Knowledge and Careabout Modeling Creative use of existing knowledgemodelingtools can facilitate the modelingof knowledgeand careabouts and facilitate the developmentof shared understanding. For example,object-attribute representation mightbe used to modelhierarchies of values whichinclude personal values (eareabouts) as well as instrumental values (Rokeach, 1973)andcorporate values. Therepresentationmayreveal conflicts, consistencies and inconsistencies whichwere hitherto unnoticed. The links between careabouts and knowledgedomains might also be modeled; imagine a dynamicsimulation of the expansionof workercareabouts as a result of knowledge acquiredthroughvarious training efforts; workerscan only care-aboutand attend to domains that they knowabout. Conversely,case-based scenarios might allow exploration of the impact of different careabouts on organizational learning and knowledge growth.Ideally, wemightconsider the requirementsof a modeling tool specifically aimed at modeling the connectionbetweenknowledgeand careabouts. Theproject describedin this paperusedonly static paper models;they provedto be a powerfuland effective means of communicating the results of the knowledge analysis. I pose the followingquestions to those of us interested in applyingAI techniquesto this process: Whatmorecould be done if the knowledge-careabout model was automated? Whatmorecould be done if the knowledge-careabout model was dynamic? Whatis the business value of automatingknowledgecareabout models? Acknowledgments I wishto thank DorothyYu, Principal, Coopers& Lybran Consulting,for fruitful discussionsduringthe preparation of this manuscript. 159 References Carr-Ruffino, N. (1996). ManagingDiversity. International ThomsonPublishing. Code, L. (1987). Epistemic Responsibility. Hanover,N.H.: University Press of NewEngland. Code, L. (1991). What Can She Know?Ithaca: Cornell University Press. Damasio, A. R. (1994). Descartes’ Error. NewYork: G.P. Putnam’s Sons. Drucker, P. F. (1993). Post-Capitalist Society. HarperBnsiness. Drucker, P. F. (1994). The Age of Social Transformation. The Atlantic Monthly, November.53-78. Goldman,A. J. (1992). Liaisons: Philosophy Meets the Cognitive and Social Sciences. Cambridge, MA: MIT Press. Rokeach, M. (1973). The Nature of HumanValues. New York: The Free Press. 160