Descriptive
Statistics Made
Clear
Having completed your data entry, the next stage is generating descriptive statistics — the foundation of every meaningful research finding.
Understanding Descriptive Statistics
Having written a research proposal that detailed how you will analyze data, and having completed your data entry, descriptive statistics is your next critical stage. It leads to the generation of statistics that present a brief description of coefficients within a given dataset.
At Tobit Research Consulting, we ensure you develop a deep understanding of how to generate measures of central tendency — mean, median, and mode — as well as measures of variability including standard deviation, variance, minimum/maximum values, and Kurtosis/Skewness.
During your research proposal writing stage, you identified and justified why and how you would use descriptive statistics. We now help you execute that plan with precision using leading analytical software.
Research Proposal
You identify and justify your descriptive analysis plan in the methodology chapter.
Data Entry
Raw data is entered accurately into your chosen statistical software.
Descriptive Statistics ← You are here
Generate summaries: central tendency, variability, and distribution shape.
Inferential Statistics
Draw conclusions and test hypotheses beyond the immediate dataset.
What You Will Learn to Generate
Descriptive statistics summarise and describe the main features of a dataset. We guide you through every measure — what it means, when to use it, and how to interpret it in the context of your research.
Mean
The arithmetic average of all values in a dataset. The most commonly reported summary statistic in quantitative research.
Median
The middle value when data is ordered. Especially useful for skewed distributions where the mean may be misleading.
Mode
The most frequently occurring value. Particularly relevant in categorical data and identifying common responses.
Standard Deviation
Measures the average distance of data points from the mean. A low SD indicates data is clustered closely; high SD indicates wide spread.
Variance
The square of the standard deviation, representing total variability in the data. A fundamental component in many inferential tests.
Min / Max
The smallest and largest values in a dataset. Together they define the range and help detect potential outliers.
Skewness
Measures the asymmetry of the data distribution. Positive skew means a longer right tail; negative skew means a longer left tail.
Kurtosis
Describes the “peakedness” or tail heaviness of a distribution. Helps determine whether data approaches normality before inferential testing.
Frequency Tables
Count and percentage distributions for categorical variables — essential context before any advanced statistical analysis.
Generate Descriptive Statistics Across All Platforms
SPSS
Most widely used among Kenyan postgraduate students for frequency tables and descriptives.
STATA
Powerful summarize commands for econometrics and panel data research.
R
Rich packages like psych and Hmisc for comprehensive descriptive output.
EViews
Time-series descriptive statistics for economics and finance dissertations.
Excel
Data Analysis Toolpak for quick descriptive summaries and charts.
SAS
Enterprise-grade PROC MEANS and PROC FREQ for large-scale datasets.
MATLAB
Advanced statistical toolbox for engineering and science-based research.
NVivo
Descriptive summaries for qualitative datasets — themes, codes, and frequencies.
Kenya’s Leading Academic Research Consultancy
Tobit Research Consulting is Kenya’s premier academic research consultancy, providing expert support to postgraduate students across Nairobi and beyond.
We specialize in professional thesis writing, SPSS data analysis, and research proposal development for Masters and PhD students. We have successfully guided over 5,000 students from top Kenyan universities to achieve their academic goals.
Ready to Master Descriptive Statistics?
Whether you are a student writing your first research proposal or a postgraduate finalizing your thesis, Tobit Research Consulting will guide you through every statistic — step by step.
