Statistical analysis you can understand and stand behind
From raw data to meaningful findings, we provide statistical analysis for businesses, institutions, and academic research, including theses and dissertations in Indonesia. Every project includes clear explanations to help you understand and interpret the results.
The right method for your research question
We select methods based on your research objectives, data, and analytical requirements—not simply on which method is most complex.
Descriptive statistics and group comparisons
Descriptive statistics, t-tests, ANOVA, chi-square tests, and appropriate non-parametric tests, depending on your data and the assumptions of each method.
Correlation and regression
Correlation analysis, linear and multiple regression, logistic regression, moderation, and mediation analysis, with relevant diagnostic checks.
Structural equation modeling (SEM)
CB-SEM and PLS-SEM using software such as AMOS, LISREL, and SmartPLS, including path analysis and the assessment of measurement-model reliability and validity.
Factor, cluster, and discriminant analysis
Factor analysis and principal component analysis (PCA) to explore and summarize patterns among variables, as well as cluster and discriminant analysis for examining groups and classifying observations.
Validity and reliability testing
Assessment of questionnaire instruments and measurement quality, with appropriate checks during instrument development and after data collection.
Time-series analysis and prediction
Time-series analysis, demand and sales forecasting, and predictive modeling, including machine learning methods where appropriate. Models are evaluated using metrics suited to the prediction task.
Software we use
From raw data to conclusions you understand
Discuss the case
Tell us your goal and data. We make sure the research question is clear.
Check the data
Missing values, outliers, and fit with the method are checked.
Analyze
The method is run correctly, with its assumption tests.
Interpret
Output is translated into plain language you can write up.
Support
Q&A sessions until you feel confident presenting the results.
Not just done for you, but taught to you
- Private tutoring in SPSS, SmartPLS, R, and Python
- In-house statistics and SEM training for teams
- Support with interpreting and writing up results
- Power BI and Tableau dashboards for routine company data
Data problems we see all the time
30-second stories from the field (in Indonesian). If one of them sounds familiar, we can probably help.
Frequently asked questions
Which software do you use?
SPSS, R, Python, SmartPLS, LISREL, AMOS, Stata, and others as the analysis requires, plus Power BI or Tableau for dashboards.
Do you explain the results?
Yes. Every result comes with an interpretation in plain language, and private tutoring is available for students.
I do not know which method fits. Can you help?
Yes, and that is the best place to start. We look at your research question, data type, and sample size, then recommend a method and explain why.
When should I use SEM versus PLS-SEM?
Covariance-based SEM suits theory testing with larger samples and data that meet its assumptions. PLS-SEM is more flexible for predictive models, smaller samples, or non-normal data. We help you choose for methodological reasons, not habit.
What if my data is not normal or has missing values?
That is common. We examine the pattern and choose the right treatment, such as transformation, non-parametric tests, or imputation, and document it so you can explain it.
How long does an analysis take?
It depends on the number of variables, the method, and how ready the data is. A simple analysis can take a few days; complex models take longer. We estimate after seeing your data.
Is my data safe?
Your data is treated as confidential and used only for the analysis you requested.
How much does it cost?
Cost depends on the method, number of models, data condition, and support needed. Let’s discuss your needs first. We’ll provide a tailored quote based on your project.
Let’s discuss your needs first.
We’ll provide a tailored quote based on your project.
Prefer email? Write to admin@datalyticsindo.com