Knowledge Management Challenges
Most of the challenges in knowledge management primarily stem in the kinds of knowledge reuse situations and purposes. Knowledge workers may produce knowledge that they themselves reuse while working. However, each knowledge re-use situation is unique when it comes to requirements and context. Whenever these differences between your knowledge re-use the situation is ignored, the organization faces various challenges in implementing its knowledge management practices. Some of the common challenges resulting due to this along with other factors are highlighted below.
Data Accuracy: Valuable raw data generated by a particular group inside an organization may need to be validated before being transformed into normalized or consistent content.
Data Interpretation: Information derived by one group may need to be mapped to some standard context to become meaningful to someone else in the organization.
Data Relevancy: The quality and value of knowledge depend on relevance. Knowledge that lacks relevance simply adds complexity, cost, and risk for an organization without any compensating benefits. If the data doesn’t support or truly answer the question being asked by the user, it takes the right meta-data (data about data) to become held in the knowledge management solution.
Ability from the data to support/deny hypotheses: Does the information truly support decision-making? Does the data management solution include a statistical or rule-based model for that workflow within that the real question is being asked?
Adoption of knowledge management solutions: Do organizational cultures foster and support voluntary using knowledge management solutions?
Knowledge bases are usually very complex and large: When knowledge databases become large and complex, it puts the business inside a fix. The business could cleanse the system of early files, thus diluting its knowledge management initiative. Alternatively, it could setup another team to cleanse the database of redundant files, thus increasing its costs substantially. Apart from these, the actual challenge for a corporation would be to monitor various departments and be sure they take responsibility for keeping their repositories clean of redundant files.