1. Educational Purpose Only

All content published on datawithmala.com, including course videos, written materials, frameworks, blog posts, social media content, and live training sessions, is provided for general educational and informational purposes only.

Nothing on this Platform constitutes professional medical advice, clinical guidance, legal advice, financial advice, or official research endorsement. DataWithMala is an educational platform and not a licensed medical, legal, or financial services provider.

2. No Guarantee of Results

DataWithMala does not guarantee specific outcomes from participation in its courses or training programs, including but not limited to:

  • Publication of research papers in any journal
  • Career advancement, promotion, or salary increase
  • Successful grant applications
  • Specific improvements in data analysis skills within a defined timeframe

Testimonials and success stories shared on the Platform reflect the individual experiences of those specific learners and are not representative of typical results. Individual outcomes will vary based on effort, prior knowledge, and other factors.

3. Third-Party Links and Tools

The Platform may reference, recommend, or link to third-party websites, AI tools, software platforms, and datasets (including WHO datasets, Nepal government health data repositories, Python tools, and AI platforms such as ChatGPT or Perplexity). DataWithMala:

  • Is not responsible for the accuracy, availability, or content of third-party resources
  • Does not endorse third-party products unless explicitly stated
  • Is not liable for any harm arising from your use of third-party tools or platforms

You access third-party resources at your own risk.

4. AI Tools and Responsible Use

Courses on DataWithMala include instruction on the use of AI tools for research and data analysis. This instruction emphasises responsible and ethical AI use. DataWithMala:

  • Does not endorse the use of AI tools for academic dishonesty or plagiarism
  • Recommends always disclosing AI assistance in academic work, consistent with institutional guidelines
  • Is not liable for how learners choose to apply AI tools in their professional or academic work

5. Statistical Claims

Statistics cited on this website and in course materials are drawn from published academic and institutional sources (including The Lancet, WHO reports, and peer-reviewed journals). These statistics are used for illustrative educational purposes. Data cited reflects the sources and dates referenced. DataWithMala does not independently verify third-party statistics and accepts no liability for their accuracy.

6. Currency of Information

The fields of data science, AI, and health research evolve rapidly. Course content reflects knowledge available at the time of creation. DataWithMala makes reasonable efforts to update materials but cannot guarantee that all content is current at the time of access. Always verify critical information with primary and current sources.

7. Nepal-Specific Context

While DataWithMala serves a global audience, course examples, datasets, and case studies are frequently Nepal-focused (e.g., Nepal health datasets, NMA collaborations, Nepal MoHP data). These examples are illustrative and may not reflect conditions in other countries. Learners outside Nepal should adapt methodologies to their local data environments and regulatory contexts.

8. Limitation of Liability

To the fullest extent permitted by Nepalese law and applicable international law, DataWithMala, Mala Deep, and any affiliated instructors or contributors shall not be liable for any direct, indirect, incidental, or consequential loss or damage arising from:

  • Reliance on course content for professional clinical, research, or legal decisions
  • Technical errors, service interruptions, or data loss on the Platform
  • Third-party service failures
  • Outcomes of applying course teachings in your professional context

9. Contact

If you have questions about this Disclaimer or believe any content requires correction, please contact:

DataWithMala — Mala Deep

WhatsApp: +977 9813886937

Website: datawithmala.com