Lesson overview
From raw data to useful knowledge
Imagine you are tracking your grades this semester. In your notebook you have the numbers 18, 25, 9, and 10 written in a line. No labels. No subjects. No descriptions. On their own, those values do not really tell you anything. They are just raw values with no meaning.
That is what we call data. Data is any collection of raw facts and figures. It can be numbers, words, images, sensor readings, click logs, or survey responses. The key idea is that data exists, but by itself it does not yet answer any question.
Example grade record
Now look at the same values placed into a simple grade table.
| Activity | Score | Maximum | Percentage |
|---|---|---|---|
| Quiz 1 | 18 | 20 | 90% |
| Quiz 2 | 25 | 30 | 83% |
| Seatwork | 9 | 10 | 90% |
| Project | 10 | 10 | 100% |
| Average | overall quiz and classwork | 90.75% | |
In the table, the same numbers now have labels and structure. You know what each score belongs to, how you performed, and how the activities compare. The data was not changed, but it was organized and presented clearly.
At this point you are no longer looking at random values. You are looking at
information. Information is data that has been processed, organized, or
structured so that it answers simple questions like What happened?
. Teachers, managers,
and computer systems create information when they format, summarize, calculate, and present
data in a useful way through tables, charts, or reports.
From information to knowledge
If you keep recording your quiz and project scores over several weeks, you might notice a pattern. Maybe your project scores are always high, while your quiz scores drop whenever there is a strict time limit. That observation does not come from one line of numbers. It comes from looking at information over time and thinking about it.
That deeper understanding is knowledge. Knowledge is the result of taking information, connecting it with experience, and using it to make decisions. With that knowledge you might decide to practice more under time pressure, review specific topics, or ask your teacher for help.
In organizations, people use knowledge to answer questions like Why is this happening?
and What should we do next?
. Computer systems help by collecting and storing large
amounts of data, turning them into information through processing and visualization, and
then making that information easy to access.
Key flow to remember
Data is raw input, information is processed and organized output, and knowledge is human understanding built on that information.
Data → Information → Knowledge → Action