Diary of a Rural Manager!

In the previous blog post: Migration & India’s Languages , we have explored how India's linguistic diversity faces erosion from migration, yet initiatives like Project Vaani and Bhashini offer innovative preservation through tech and policy. India is entering a voice‑first digital era—from government helplines to hiring systems to multilingual chatbots. But voice AI can only be as good as the data behind it, and India’s linguistic diversity poses unique challenges and opportunities for building robust, inclusive models. This post explores data collection hurdles, metadata requirements, regional speech variations, and the rapidly evolving work of Indian and global AI labs in speech technology. 1. India’s Linguistic Terrain: A Voice AI Challenge Map High-Density Language Clusters:  Areas like Dimapur (Nagaland) host 40+ languages; others like Shajapur (MP) have only Hindi. Such regions exhibit:  Heavy code-mixing,  Rapid dialect shifts and  Low-script literacy Migr...

India is one of the world’s most linguistically rich countries—122 major languages and 1,600+ dialects weave together our cultural fabric. But as rural–urban migration, interstate mobility, and seasonal labour flows accelerate, the linguistic landscape is being reshaped in profound ways. 1. The Paradox : Migration can enrich languages through mixing (think Hinglish or Marathi–Konkani blends) while also eroding mother tongues when communities disperse or when children don’t get early literacy in their heritage languages. The outcome depends on who migrates, where, and how services respond. This blog post brings together the risks, the data gaps, the technology landscape, and a practical policy + product playbook to keep India’s linguistic diversity alive - not just in homes and schools, but inside our apps, helplines, and digital public infrastructure. 2. What’s Changing on the Ground: Heritage language loss among migrant children: Many children from tribal and migrant families are not ...

Sharing a thoughtfully curated podcast that offers sharp insights into the development sector and public policy. It brings grounded perspectives from the field, policy debates, and real-world implementation—definitely worth a listen. Indian Podcasts 1. Puliyabāzī (पुलियाबाज़ी)  is promoted by The Takshashila Institution. It is a Hindi podcast hosted by Pranay Kotasthane and Saurabh Chandra, in association with Takshashila. The podcast discusses politics, public policy, technology, philosophy, and current affairs in a conversational and accessible Hindi style to reach a broad audience. Where to listen :  YouTube , Apple Podcast, Amazon Music and Spotify 2 . All Things Policy  is The Takshashila Institution’s flagship English podcast, designed as a primer and deep dive into the mechanics of public policy in India and beyond. Hosted by Takshashila faculty and visiting experts, each episode tackles a specific policy arena—such as fiscal federalism, climate regulation, or digi...

(This is AI generated post for learning only.) Agriculture today is no longer based on a single approach. Farmers, governments, and markets adopt different farming systems depending on goals such as productivity, sustainability, income security, and climate resilience. Below is a brief overview of the alternate of conventional farming approaches in practice today. 1. Regenerative Agriculture Regenerative agriculture is a systems-based farming approach that aims to restore and enhance soil health, biodiversity, ecosystem services, and climate resilience, while maintaining or improving farm productivity and livelihoods. In the Indian context, regenerative agriculture aligns with agroecology and climate-resilient farming, focusing on soil carbon restoration, water conservation, mixed farming systems, and reduced external input dependence, especially for small and marginal farmers. Key Elements Soil regeneration: Increasing soil organic carbon, microbial activity, and soil structure Biodi...

Preparing for interviews isn’t about memorizing answers—it’s about clarity of thought and structured reflection. I’ve curated 45 high-impact interview questions, clearly split into must-prepare and situational, along with crisp frameworks to respond with confidence. MUST-PREPARE (You should have polished, confident answers) Tell me about yourself What are your strengths? What is your weakness? Why should we hire you? Why do you want this role? Where do you see yourself in five years? Why are you leaving your current or previous job? Why have you changed jobs multiple times? What do you know about our organization? How do you measure success or impact in your work? Describe a major challenge or toughest decision you’ve faced Tell me about a time you failed or missed a deadline Can you handle high-pressure situations? How do you prioritize tasks? Describe your work style What does leadership mean to you? How do you balance speed vs quality in execution? What would you do in your first 90...

The circular economy is rapidly emerging as a transformative approach to sustainability, reshaping how we design, produce, utilize and consume resources. A highly insightful course on this topic is offered by Dr. Gordana Kierans on Udemy .  Key Learnings from the Course:  Definition : Products and services that maximize use and reuse of materials and other resources can be both growth opportunities and sustainability measures. [ Source ] 1. Circular economy is opposite of linear economy as it focuses on preserving resources rather than consuming them for growth. 2.  Circular innovation applies to diverse sectors like textile sector, e- waste, coffee processing, food wastage, packaging, electronics, toys, automtive industry, sportswear, and more. 3.  The Circular Cities Network was launched in 2016 by 12 pioneering cities with t he aim to move cities towards circular systems that reuse, recycle, and reduce waste and resource consumption Business Models Closed-Loop Rec...

SOIC ( School of Intrinsic Compounding ) is a leading Indian education platform founded by Ishmohit Arora and a team of dedicated analysts. Their mission is to empower retail investors through in-depth investing education, financial research, and practical resources, with a special focus on fundamental analysis and value investing. I have been a subscriber to their channel for the last 3 years. SOIC frequently shares top book recommendations to build a strong foundation in investing and personal growth. Part 1 and Part 2 of Books Recommendations on Investing by School of Intrinsic Compounding (SOIC) is already published on the blog. Here is the list of SOIC-recommended books for technical investors: Category 1: Fundamentals Interpretation of Financial Statements by Mary Buffett and David Clark - A comprehensive guide to interpreting corporate financials. Understanding Michael Porter by Joan Magretta - Insights into Michael Porter's business strategies. The Five Rules for Suc...