What are the Business Intelligence (BI) Techniques?
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Business Intelligence (BI) Techniques
Here we will discuss the different techniques we use in Business Intelligence process.
Business
Intelligence Techniques
1. Analytics
Analytics is a business intelligence technique that involves the study of available data to extract meaningful insights and trends. This is a popular BI technique since it lets businesses deeply understand the data they have and drive ultimate value with data-driven decisions.
2. Predictive
Modeling
Predictive
modeling is a BI technique that utilizes statistical techniques to create
models that could be used in forecasting probabilities and trends. With
predictive modeling, it is possible to predict the value for a particular data
item as well as the attributes using multiple statistical models.
3. OLAP
(Online Analytical Processing)
Online
analytical processing is a technique for solving analytical problems with
different dimensions. The most important value in OLAP is its multidimensional
aspect that lets users identify problems from different perspectives. OLAP
could be used to complete tasks such as budgeting, CRM data analysis, and
financial forecasting.
4.
Characterization and descriptive data mining
Characterization provides a concise summarization of the given
collection of data. Descriptive data mining is based on data and analysis,
define models for the database, and forecast the trend used in Segmentation,
cluster analysis.
5. Data Mining
Data mining
is a technique for discovering patterns in huge datasets and often incorporates
database systems, statistics, and machine learning to find these patterns. Data mining is an integral process
for data management as well as the pre-processing of data since it ensures
appropriate data structuring.
6. Model
Visualization
The
model visualization technique is used to transform the discovered facts into
histograms, plots, charts, and other visuals that aid in proper interpretation
of the insights.
7.
Reporting
Reports
effectively collect and present information to support management, planning,
and decision-making processes. Once the report is designed, it can be presented
daily / weekly / monthly / quarterly / semi-annually / annually and
automatically sent to the pre-determined distribution list in the required
form.
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