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Probability
It is branch of mathematics that deals with the likelihood or chance of different events occurring.
· expressed as numbers between 0 and 1
Zero/0
represents impossibility
One/1
represents certainty.
Status
Latin word of “statistics and statistical” means political state.
Statistics
It is a mathematical science pertaining to the collection, analysis, interpretation or explanation, and presentation of data.
Data Collection
It refers to the systematic process of gathering information or facts to answer research questions or test hypotheses.
Quantitative Data
This is numerical and can be measured, such as heights, weights, and scores.
Qualitative Data
This is descriptive and categorical, such as colors, names, or types of objects.
Surveys and Questionnaires
A popular method for collecting data from large groups.
Interviews
Qualitative in nature, interviews allow for in-depth exploration of a subject but can be time-consuming and subject to interviewer bias.
Experiments
Controlled environments where variables are manipulated to observe their effect on other variables.
Observational Studies
Observing and recording behavior or events without manipulating variables
Secondary Data
Using existing data collected by other researchers or organizations, such as government census data or industry reports
Data Analysis
Once data is collected, it must be analyzed to extract meaningful insights.
Data Cleaning
This involves checking for missing, incomplete, or inconsistent data and addressing these issues
Descriptive Statistics
Summarizing the main features of a dataset using measures such as the mean, median, mode, range, variance, and standard deviation.
Inferential Statistics
Making predictions or inferences about a population based on a sample.
Visualization
Graphical representations such as histograms, bar charts, and scatter plots are used to identify patterns, trends, or anomalies in the data.
Financial Risk
Evaluating assessment, opportunities, assessing creditworthiness (possibility of losing money).
Operational Risk
Identifying and mitigating potential disruptions to business processes, such as supply chain interruptions or technology failures (possibility of loss).
Environmental Risk
Assessing the potential impact of environmental factors on business operations, such as climate change or natural disasters (likelihood of hazard causing by environment).
Data-Driven Decisions
Probability and statistics provide a framework for making informed decisions based on data analysis. This allows us to move beyond intuition and rely on evidence to guide our choices.
Risk Management
Understanding probability helps us assess and manage risks effectively. We can use statistical techniques to identify potential risks, evaluate their likelihood, and implement strategies to mitigate them.
STRATEGIC PLANNING
Probability and statistics are essential tools for strategic planning allowing us to forecast future trends, analyze market opportunities, and develop effective plans to achieve our objectives.