Teaching Paper: Comprehensive Data Glossary for Non-Profits – Practical Concepts for Evidence-Based Decision-Making
Author: Dr. Anna Neya Kazanskaia
Publisher: NEYA Global Publishing
Article | NEYA Global Journal of Non-Profit Studies
Year: 2025
ORCID: https://orcid.org/0009-0009-5669-1676
DOI: https://doi.org/10.64357/neya-gjnps-dt-anl-tp-04
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About the Article
Non-profit organizations increasingly rely on data to inform decisions, measure outcomes, and optimize resources. A foundational understanding of key data concepts is critical to achieving these objectives. This Teaching Paper presents a glossary of 55 essential terms spanning data management, statistical analysis, and technological applications. Each entry provides both a clear definition and practical guidance for non-profit use, covering domains such as survey analysis, financial tracking, program evaluation, and donor engagement. Ethical principles—including data privacy, anonymization, and informed consent—are emphasized throughout. A case study illustrates how applying glossary concepts improved program outcomes, resource allocation, and reporting for a community development non-profit. Reflection questions and practical tips help staff and managers integrate the glossary into daily operations. By mastering these concepts, organizations can enhance analytical capacity, build a data-driven culture, and strengthen transparency, accountability, and impact.
Key Topics
- Essential data terms for non-profit practice
- Descriptive statistics and visualization methods
- Ethical data practices and compliance
- Survey, financial, and program evaluation concepts
- Technological tools: AI, IoT, blockchain
- Practical applications through case study and reflection
Suggested Citation
Kazanskaia, A. N. (2025). Teaching Paper: Comprehensive Data Glossary for Non-Profits – Practical Concepts for Evidence-Based Decision-Making. NEYA Global Journal of Non-Profit Studies. NEYA Global Publishing. https://doi.org/10.64357/neya-gjnps-dt-anl-tp-04
References
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| Kazanskaia, A. N. (2025). Data Analysis: Turning Information into Insight. NEYA Global Publishing. https://doi.org/10.64357/data-analysis-insight-2025 | ||||
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| Kazanskaia, A. N. (2025). Quantitative Research Methods. NEYA Global Publishing. https://doi.org/10.64357/quantitative-research-methods-2025 | ||||
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| Kazanskaia, A. N. (2025). Basic Data Analysis Techniques for Non-Profit Organizations: Descriptive, Exploratory, and Visualization Methods. NEYA Global Journal of Non-Profit Studies. https://doi.org/10.64357/neya-gjnps-dt-anl-06 | ||||
| Kazanskaia, A. N. (2025). Data-Driven Decision-Making in Non-Profit Organizations: Strategies for Enhancing Impact. NEYA Global Journal of Non-Profit Studies. https://doi.org/10.64357/neya-gjnps-dt-anl-01 | ||||
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