5.3 Big Data Flashcards
what is big data
collection of data that is so large and complex that it is difficult to maange using tradiitonal dbms!!!
Is Big Data the same thing as large amount of traditional data?
no!!! separate things because Big Data refers to new forms of data (the vibratiosn of a song, the structural integrity of abridge at separate points)
What do big data systems do?
make predictions
Define Big Data (5 components)
1) has variety
2) includes structured, unstructued, and semi structured data
3) generated at high velocity w uncertain patterns
4) cant fit into into traditional relational databases
5) an be captured, processed, and transformed by info systems
Types of big data
1) Traditional enterprise data
Data about customer info from crm systems, transactional data, operations data etc
Types of big data
2) machine generated sensor data
data about manufacturing sensors, sensors in different electronics, and equipment related data
Types of big data
3) social data
things lke customer feedback comments, social media sites,
Types of big data
4) visual data
data from images located around the worldround the world
3 characterisitcs of big data
1) volume
2) velocity
3) variety
Characteristics of big data:
volume
big data usually has a lot of volumec
characterisitcs of big data
velocity
the rate at which data flows into an org is rapidly increading!!!
velocity is super high
charcateristics of big data
variety
big data changes rapidly! include satellite imagery, audio streams, music, web pages
is all big data valuable!
yes!! just in different ways!!!
issues of big data
1) can come from untrusted sources (comes from various sources so it could not always be relevant)
2) dirty: inaccurate, incomplete, incrorrect,duplicate data
3) big daata changes, especially in data streams: data quality can change in different conditions!
EX: if there is a real time data tracker and something happens to the physical tracker how does this impact the data?
has big data helped business?
yes! made things easier today that were way harder before