his unit 4 Flashcards
what is health data?
raw health care facts
what is health information?
knowledge obtained after data has been processed and structured
data and information is composed of what?
data
knowledge
information
what is data, information, and knowledge?
data - facts concerning people, databases store data
information - data presented in a suitable form of interpretation
knowledge - insights to appropriate actions
data management is composed of what?
information flow
data management & collection
computer skills
patient privacy & confidentiality
what is healthcare data management?
storing, processing, analyzing data from different sources
managing health data allowed health systems to create holistic patient views, improve communication, enhance health outcomes
what are the 4 v’s in health data?
volume
veracity
veolicty
variety
terabytes to exabytes of existing data to process
data at rest - volume
streaming data, milliseconds to seconds to respond
data in motion - velocity
structured, unstructured, text, multimedia
data in many forms - variety
uncertainty due to data inconsistency & incompleteness, ambiguities, latency, deception, model approximations
data in doubt - veracity
benefits of healthcare data management
360 view of patients, consumers, households
enhance patient engagement
improve population health outcomes
understand physician activity
make informed, high-impact business decisions
data resource management has what?
entity - any object the organization chooses to collect data
what can be an entity?
types of people
events
inanimate objects
what is the hierarchy of data?
character: smallest piece of data
field: 1 piece of information about an entity
record: fields related to the same entity
file: collection of related records
database: collection of files
what are database management systems
programs used to build databases, populate them with data, and manipulate data
what are the factors under data resource management?
queries
reports
security
data warehouse
big data
large database that supports management decision making
data warehouse
big data involves high volumes of data compiled from?
traditional, ordinary business activity and new, non traditional sources like social media
what do data warehouses contain?
data or summaries of data from millions of transactions over many years
what is a solution to security and privacy issues?
login before accessing the database
limiting access to certain fields between users
messages sent to the database to access data
queries
what are the purposes of queries?
display results
manipulate data
sort order of records
DBMSs are usually bundles with what that can facilitate queries and produce predesigned reports?
report generation module
what are the outcomes of data warehousing?
data mining
online analytical processing
what is data mining?
selecting, exploring, and modeling large amounts of data to discover previously unknown relationships that can support decision making
searching through large amounts of data to find meaningful patterns in the information
what is online analytical processing?
applications that respond to commands to compose tables to analyze different dimensions of multidimensional data
what are the data sources for health care quality measures
administrative data
patient surveys
comments from individual patients
patient medical records
standardized clinical data
what falls under administrative data?
financial data
logistic data
quality assessment
public and primary insurance claims are under what kind of data in administrative data?
financial data