A standardized, cleaned analysis of the 325-response student survey (data.csv), covering demographics, academics, family background, language fluency, learning/communication style, and career readiness — synthesized into teaching-ready personas.
The headline numbers that should shape how a program is designed for this cohort.
A predominantly Hindi-belt, first-generation-white-collar cohort: mothers are almost all homemakers, fathers mostly run small businesses or hold government jobs.
university_aliases.py; derivation code: 03_distributions_and_extras.ipynb.Commerce dominates their educational stream, and — importantly — school performance does not carry through to degree performance.
Confident in Hindi, less so in English; digitally ready; but thin on career direction and real-world exposure.
The single most actionable finding: this cohort is far more fluent in Hindi than English. Any curriculum built English-first risks losing the bottom third before the content even lands — default to Hindi or bilingual delivery, and treat English-medium material as something to build toward rather than assume.
The survey includes a purpose-built psychometric pairing — a Kolb-style Learning Style and a Communication Style — the right primary axis for "how do we teach them," since it captures preference rather than just past performance.
| Narrator | Assertor | Contemplator | Demonstrator | |
|---|---|---|---|---|
| Diverging | 78 | 25 | 33 | 31 |
| Converging | 34 | 15 | 17 | 11 |
| Assimilating | 20 | 13 | 11 | 9 |
| Accommodating | 15 | 10 | 1 | 2 |
| Persona | N | Grade 12 % | Grad % | Eng. fluency | Achv. drive | Has internship | Has career goal |
|---|---|---|---|---|---|---|---|
| Diverging Narrator | 78 | 70.4 | 64.4 | 3.0 | 3.2 | 31% (24) | 54% (42) |
| Converging Narrator | 34 | 65.9 | 62.9 | 3.1 | 3.4 | 35% (12) | 47% (16) |
| Diverging Contemplator | 33 | 70.0 | 69.4 | 3.0 | 3.4 | 48% (16) | 48% (16) |
| Diverging Demonstrator | 31 | 72.0 | 65.1 | 3.0 | 3.5 | 35% (11) | 48% (15) |
| Diverging Assertor | 25 | 68.0 | 64.4 | 2.9 | 3.1 | 24% (6) | 56% (14) |
| Assimilating Narrator | 20 | 66.9 | 55.1 | 2.6 | 3.2 | 25% (5) | 40% (8) |
02_eda_and_personas.ipynb / persona_summary.csv.A secondary, data-driven cut (k-means on scores, fluency, and internship/work exposure) — a gradient rather than sharp "types" (silhouette ≈0.15–0.18), but useful as a modifier on top of the learning-style personas above.
Kolb's experiential-learning styles map to established teaching strategies; communication style tells you how to deliver and check for understanding.
Learns by watching, gathering perspectives, connecting ideas to feelings and people. Use real stories, case studies, group brainstorming — let them explore why before how.
Learns by solving concrete problems and applying ideas practically. Lead with hands-on exercises and simulations; minimize open-ended theory.
Learns by organizing information logically and thinking things through. Give structured readings, clear frameworks, and time to reflect before acting.
Learns by doing and adapting on the fly. Front-load hands-on activity; debrief theory after the experience, not before.
Engages through story and context. Frame lessons as narratives with a clear arc; use anecdotes and examples before rules.
Direct and outcome-focused. Be explicit about what's expected, give fast feedback, avoid over-explaining.
Reflective, needs processing time. Avoid put-on-the-spot cold calls; use written prompts and pause before expecting answers.
Learns by seeing it shown. Model the task live/on-screen before asking them to attempt it; pair with visual walk-throughs.
Before any of the analysis above, the raw export needed real cleanup. Full column-by-column detail is in the Data Standardization Mapping tab above; full, runnable code is in 01_data_standardization.ipynb.
℅ symbol, or CGPA/SGPA/AGPA out of 10 — all detected and converted to a comparable percentage (CGPA×9.5), with the original scale kept alongside.948 (impossible as a percentage) — nulled rather than silently kept, after it initially skewed a clustering pass.Every numeric field in the survey, plotted as a full distribution rather than just a mean — and the two-sided splits for every naturally binary demographic field. All numbers computed in 03_distributions_and_extras.ipynb.
Each dot is one student. If school scores reliably predicted graduation performance, points would cluster along a rising diagonal — they don't, which is the visual version of the weak r values below.
Grade 10 and Grade 12 form a visibly tighter, more diagonal cluster (r=0.46) than either does with Graduation score (r=0.17 and r=0.15) — consistent with school performance being a real but weak predictor of how a student does once they reach this stage, most likely diluted by the dozens of different, non-comparable colleges/universities everyone graduated from (see the college breakdown below).
Every naturally two-valued field in the survey, shown as one bar split at its true proportion rather than two separate charts.
For every messy free-text column, this is the exact reverse-mapping: which standardized group each raw survey answer was folded into, and how many distinct raw spellings/variants landed in each group. Every raw value is listed — nothing is truncated or hidden. Click a column to expand it. Full classifier code is in 01_data_standardization.ipynb.
| Standard group | N | Considered (raw value · count) — all variants shown |
|---|---|---|
| CBSE | 237 | CBSE (237) |
| State Board | 59 | State Board (48), Up board (2), RBSE (2), UP Board (2), UP board (1), Bseb (1), Up vo (1), U.p. board (1), UP (1) |
| ICSE | 28 | ICSE (28) |
| NIOS / Open Schooling | 1 | Nios (1) |
| Standard group | N | Considered (raw value · count) — all variants shown |
|---|---|---|
| CBSE | 201 | CBSE (201) |
| State Board | 100 | State Board (83), Up board (4), UP Board (3), BSEB (3), RBSE (2), Bseb (1), BHAR BOARD (1), U.P. Board (1), UP (1), Hsc (1) |
| ICSE | 19 | ICSE (19) |
| NIOS / Open Schooling | 5 | NIOS (2), Nios (1), BBOSE (1), Bihar board of Open schooling (1) |
| Standard group | N | Considered (raw value · count) — all variants shown |
|---|---|---|
| Commerce | 162 | Commerce (102), Commarce (3), Business studies, economics, Accountancy, Hindi, English, physical education (1), Accounts
Business studies
Economics (1), Commearcr (1), Economics, Accounyancy, Business Studies, English, Painting (1), Accounts business studies economics computer science english (1), Economics, business, accounts, computer science, english (1), English, accounts, business studies, economics, physical education and panoramic painting (1), Accountancy
Business studies
Economics
Hindi
English
Physical education (1), Accountancy
Business studies
Economics
Hindi
English
Physical education (1), Accounts, economics, business studies (1), Accountancy,Business Studies,Economics (1), English
Hindi
Economics
Business studies
Accountancy
Physical education (1), Financial Accounting, Business Management, Physical education, English, Economics. (1), Accounts, english , business studies, fine arts , physical education, economics (1), English, Hindi, Commercial Application, History and Economics (1), Accountancy, BST , Economics, English, physical education (1), Commerce (account, eco, business, hindi english ) (1), Economics, accounts, business studies, english (1), Accounts, Business Studies (1), Account, economic, business studies, english (1), Accountancy, business studies, economics, English, computer science. (1), Business studies ; accounting ; economic ; physical education ; english (1), Comm (1), Business studies , Financial accounting, micro macro economics, English, Physical education (1), Arts+ Economics (1), COMMERCE (1), I.com (1), Commerce, Economics, Accounts (1), Accountancy, business studies , mass studies, English , economics (1), Business Studies, Accountancy, Economics, IP, English (1), Account, business studies, economics (1), Economics
Commerce
Accounts
English
Home science (1), Accountancy, Business studies and economics. (1), Accounts,business studies, economics, english, vocal music (1), Commerce, economics, hindi , accountancy, english (1), Economics, account, statistics, english, Gujarati (1), Economics business accounts statistics (1), Business studies, account, economics,english,physicaleducation (1), Accountancy, Business Study's, Enterpreneurship , English, Hindi (1), English,IT, Business Studies, Accountancy, Economics (1), Accountancy
Business Studies
Business Economics
Computer
English
Hindi (1), Commerc (1), Account
BST
Economics (1), Accountancy, Bst,Eps,English (1), Accountancy,business studies, economics,english (1), English, Accountancy, Business Studies, Economics and Information Technology (Python) (1), Business Studies , Accountancy, Economics (1), Accountaancy, Business Studies, Economics, English, Fine Arts, Physical Education (1), Business studies , economics accounting (1), Commerce, english and psychology (1), Commerce sp hindi (1), Statistics , finance , literature, accounting, economics (1), Accounting, Business Studies , Economics, Physical education, (1), Account
Business study
Entrepreneurship
Hindi
English (1), Account, business studies, english, physical education, economics (1), Accountancy, business studies, economics, english,fine arts, physical education (1), Commerce English And IP (1) |
| Science | 115 | PCM (20), Science (17), PCB (10), Pcm (6), Math (3), Maths (3), Bio (2), PCM and C.S (2), Computer science,english, math,physics, chemistry (1), Mathematics, Physics, Chemistry, English and Hindi (1), Maths physics chemistry (1), Maths ,physics, chemistry (1), Physics chemistry biology hindi english painting (1), Physics , chemistry, biology, English, Information technology (1), Physics,Chemistry,Biology,English (1), PCM with Physical Education (1), PHYSICS , CHEMISTRY, MATH (1), PCB(Science) (1), SCIENCE (PCM) (1), Physics ,chemistry, mathematics ,english ,hindi (1), SCIENCE (1), Biology (1), Physics, chemistry, physics, english, physical education . (1), Physics, Chemistry, Maths, Biology, Hindi, English (1), Science and Maths (1), Hindi, English, Physics, Maths, Chemistry (1), Science (PCM) (1), Physics, Chemistry, Mathematics, English literature and Computer science (1), Hindi English Mathematics History Geography (1), Physics Math Chemistry English Hindi (1), Physics, Chemistry, Biology, Hindi, Physical Education, English (1), Maths, physics, chemistry,english,hindi (1), Physics,chemistry,biology, english, physical education (1), Maths
Chemistry
Physics
English
Hindi (1), Mathematics, Physics, Chemistry, Hindi, English (1), Physics, chemistry, biology, computer, english (1), Biology physics chemistry (1), Physics Chemistry Biology (1), Chemistry
Physics
Maths
English
Physical Education (1), Physics, Chemistry,Biology,English, Hindi (1), Mathmatics (1), Physics , Chemistry, Maths, English & P.ed (1), PHYSICS CHEMISTRY MATHS (1), Hindi, english, physics, chemistry, maths (1), Physics, chemistry, maths, physical education, english (1), Mathematics (1), Physics, chemistry, biology, english, music (1), Maths ,English ,IT,chemistry ,physics (1), Biology, physics, chemistry, english , physical education, painting (1), Physics , chemistry, biology, english , painting, physical education (1), Physics, Chemistry, Mathematics, English, Drawing, IT (1), PCM, Hindi and English (1), Physics, Chemistry, Mathematics (1), Physics,chemistry,maths,hindi,english (1), Physics, Chemistry, physics, Mathematics, physical education (1), Physics, chemistry, mathematics, English, physical education (1), Physics, Chemistry,biology , English and Hindi (1), Physics,chemistry,biology (1), Biologica physics chemistry (1), Biology
Physics
Chemistry
English
Hindi (1) |
| Mixed | 23 | Commerce with maths (4), Accounts
Business studies
Economics
English
Applied maths
Physical education (1), Humanities: English, History, Economics, Political Science, Maths (1), Accountancy , Mathematics , Economics , English and Business (1), Accountancy, maths, english, economics, business (1), Business studies, Accountancy, Economics, Maths, English (1), BUSINESS STUDIES, ACCOUNTING,MATHS, ECONOMICS, (1), Political science, Mathematics ,Economics, English, Hindi, Physical education (1), Accounts, Commerce, Economics, Mathematics, English (1), Accountancy, business studies, Economic, Applied mathematics, English (1), Commerce - Accounts, Business studies, Economics, English, Maths (1), COMMERCE WITH MATHS (1), Economics, accountancy, business studies, english, physical education, maths (1), Accountancy, business studies, economics, english, entrepreneurship, physics education (1), Commerce, Accounts, Economics, Maths, English (1), Business, economics, accounts , english, maths, painting (1), Accounting, math's, economics, english,it (1), English, Economics, Accountancy, Business studies, Mathematics (1), Commerce without maths (1), Accounting,english,economics,business,physics education,Hindi (1) |
| Arts / Humanities | 15 | Arts (10), Humanities (1), humanities (1), Political science, english, sociology, painting, physical education (1), Art's (1), History, polity, geo, psychology (1) |
| Other / Unclear | 10 | 5 (3), English…. (1), 59 (1), 60 (1), Medical (1), I com (1), A (1), P,C,M (1) |
| Standard group | N | Considered (raw value · count) — all variants shown |
|---|---|---|
| B.Com (Commerce) | 130 | B.Com. (Bachelor of Commerce) (127), B.Com hons (1), B.com (honours) (1), Bcom investment mgt (1) |
| BBA / BBM / BMS (Management) | 74 | BBA (Bachelor of Business Administration) (64), BBM (5), Bba (1), BMS (1), BBM(bachelor in Business Management) (1), BBA LLB (H) (1), Bms bachelor of management (1) |
| B.A. (Arts / Humanities) | 54 | B.A. (Bachelor of Arts) (53), BA. HON. GERMAN (1) |
| B.Sc. (Science) | 40 | B.Sc. (Bachelor of Science) (35), Bsc radiology (1), Bsc ag honours (1), B.Sc(hona) Agriculture (1), Bsc Hons Computer Science (1), B.Sc agri (Hons) (1) |
| BCA (Computer Applications) | 14 | BCA (Bachelor of Computer Applications) (10), BCA (3), Bca (1) |
| Other Specialized | 5 | Music (2), Journalism and mass communication (1), B.B.A (1), B.ED (Bachelor of Education) (1) |
| B.Tech / B.E. (Engineering) | 4 | B.Tech. / B.E. (4) |
| B.Pharm (Pharmacy) | 3 | B.Pharm. (Bachelor of Pharmacy) (3) |
| Law | 1 | LL.B. (Bachelor of Laws) (1) |
| Standard group | N | Considered (raw value · count) — all variants shown |
|---|---|---|
| Self-employed / Business | 165 | Self-employed/Business (163), Businessman (2) |
| Government Employee | 72 | Government Employee (72) |
| Farmer / Agriculture | 29 | Farmer (23), Farmar (2), farming (1), farmer (1), Agricultural (1), Agriculturist (1) |
| Corporate Employee | 21 | Corporate Employee (21) |
| Professional (Unspecified: Doctor/Teacher/etc.) | 8 | Professional(Doctor, Teacher, etc.) (8) |
| Private Sector Job | 8 | Private job (3), Security (1), Hotel Manager (1), Private worker (1), Dumper operator (1), Service (1) |
| Ex-Servicemen / Military | 7 | Ex-servicemen (2), Retired from air force (1), Ex Army Man (1), Ex army man (1), Army Retired (1), Army (1) |
| Retired / Pensioner (Unspecified) | 4 | Retired police officer (1), Retire (1), Pensioner (1), Retired (1) |
| Not Specified | 4 | Na (1), ,No (1), NA / blank (1), NA (1) |
| Teacher / Educator | 2 | Principal (1), Principal of private school (1) |
| Government Employee (Retired) | 1 | Retired Government employee (1) |
| Engineer | 1 | Civil Engineer (1) |
| Deceased | 1 | Expired (1) |
| Advocate / Legal | 1 | Advocate (1) |
| Landowner / Property | 1 | Landowner (1) |
| Standard group | N | Considered (raw value · count) — all variants shown |
|---|---|---|
| Homemaker | 246 | Housewife (94), House wife (69), Homemaker (31), Home maker (17), House maker (7), Housemaker (5), housewife (3), HOUSE WIFE (2), House Maker (2), HOUSEWIFE (2), House Wife (2), Home Maker (2), Hose wife (1), House life (1), Housewife mother (1), HOUSE MAKER (1), House manager (1), House keeper (1), Household (1), House wide (1), house wife (1), Housekeeper (1) |
| Self-employed / Business | 40 | Self-employed/Business (40) |
| Government Employee | 15 | Government Employee (15) |
| Professional (Unspecified: Doctor/Teacher/etc.) | 9 | Professional(Doctor, Teacher, etc.) (9) |
| Corporate Employee | 6 | Corporate Employee (6) |
| Not Specified | 5 | No (2), No more (1), Non (1), Na (1) |
| Banking / Finance Professional | 1 | SBI advisor (1) |
| Student | 1 | Student (1) |
| Social Worker / NGO | 1 | Social Worker (1) |
| Deceased | 1 | LATE (1) |
| Standard group | N | Considered (raw value · count) — all variants shown |
|---|---|---|
| Student | 160 | Student (110), Students (14), Studying (12), Study (6), student (3), In school (2), STUDENT (2), In class 1 (1), StudentStudent (1), Schooling (1), students (1), Studied (1), Upsc aspiration (1), Graduation (1), School (1), Persuing mbbs (1), Their doing study (1), School Student (1) |
| Corporate Employee | 61 | Corporate Employee (59), Studying and Corporate employee (1), Corporate employee and student (1) |
| Self-employed / Business | 51 | Self-employed/Business (49), Businessman (1), Business man (1) |
| Government Employee | 12 | Government Employee (12) |
| Professional (Unspecified: Doctor/Teacher/etc.) | 12 | Professional(Doctor, Teacher, etc.) (12) |
| Not Specified | 12 | NA / blank (2), 0 (2), No (2), Nil (1), Married (1), Non (1), Na (1), Normal work (1), O (1) |
| Unemployed / None | 10 | Nothing (4), Unemployed (3), Unemployed yet (1), No job (1), Not employed (1) |
| Homemaker | 3 | Homemaker (1), House maker (1), Housewife (1) |
| Analyst / Consultant | 1 | Patent Analyst (1) |
| Other | 1 | Sister houswife and brother works on father shops (1) |
| Private Sector Job | 1 | Private Job (1) |
| Pilot / Aviation | 1 | Pilot (1) |
| Standard group | N | Considered (raw value · count) — all variants shown |
|---|---|---|
| Not Stated / Unsure | 171 | NA / blank (158), Yes (4), Na (2), … (1), No aspirations (1), XYZ (1), 4 (1), No (1), Nil (1), NONE (1) |
| Other | 51 | To be (1), To become a world class consultant. (1), Wanted to work in export and import sector and interior Designing (1), To take a good job (1), My brother (1), Enhancing well-being and work-life balance (1), Job (1), Finan (1), Communication and use of AI (1), To geta a job in reputed company (1), Get job in Japan (1), Data analyist (1), MY FATHER (1), Samay raina or virat kohli (1), Sundar Lal Pichai (1), Not sure right now (1), Wants to become CEO (1), Opretion sector (1), . (1), M.D of Skyfield agro industries (1), To be a part of German automobile industry. (1), Success (1), My career aspirations is self (1), Grabing knowledge related to financial background and stimulating my knowledge related to this field (1), Targeting Big four (1), MS. Dhoni (1), Top brass of Regulatory body like Rbi or sebi. (1), Cooperate job (1), Focussing on my goals (1), Self dependent (1), Ratan Tata (1), I want to get placed with a very high package ..I know I have the ability if I get some guidance and I am motivated enough to do anything or learn any skill that will help to increase my package. (1), High salary (1), My family (1), To continuously improve my skills and achieve success in my chosen career (1), CEO (1), Becoming the best version of myself that aligns with my own potential, thriving myself while pursuing this course in my interested subjects. (1), Want to get a job on high profile (1), Travel Operations (1), Pgdm hr (1), Nothing (1), Bussiness (1), Aspiration is to become a manageable (1), Good career (1), Good profile (1), Entrpenure (1), My hard work (1), Script writer (1), Good job (1), My brother because he passout in iim Ahmedabad and achieve a good placement (1), Good professional journey (1) |
| Corporate / Management | 33 | Marketing (3), My career aspiration is to build a successful career in the corporate sector by developing strong management and leadership skills. (1), I want to become a corporate guy (1), Work in managerial and leadership role (1), To be successful position in the management field. (1), Sales and marketing and HR (1), To become a skilled management professional. (1), Civil/ corporate (1), In corporate field (1), Brand Manager (1), Hr and finance (1), My career aspirations is to professional manager. (1), Operation, marketing (1), I want to build my carrier in HR field (1), Marketing manager (1), Successful career in corporate sector (1), Marketing manager, finance consultant,Hr executive (1), My career aspiration is to grow into a skilled HR professional, continuously learn, take on leadership roles, and make a meaningful impact by helping organizations and employees succeed. (1), i would envision myself be good in corporate career (1), Learn about corporate world (1), Going to high-impact corporate roles like Management (1), I want to work in a MNC at a reputed post (1), Becoming CMA Chief Marketing officer (1), Logistics and supply chain management (1), Developing Leadership and management skills (1), HR and marketing (1), Marketing & HR (1), To being in a MNC at a better role (1), My career aspiration is to build a successful career in the corporate sector by taking up leadership roles . (1), Successful management professional (1), Financial advisor and financial management (1) |
| Entrepreneurship / Business | 28 | Own business (2), Businessman (1), Want to build my own business (1), My aspirations is became an expert in finance or business analytical field (1), Entrepreneur (1), Build a successful business man in management field (1), International business (1), Business (1), Opening my own company (1), I want to get into a managerial role where I can contribute to decision making and then I want to start a business of my own. (1), My career aspiration is to continuously develop my skills, take on greater responsibilities, and grow into a leadership role over time. In the short term, I want to build strong expertise in my field, contribute meaningfully to my team, and learn from experienced professionals. In the long term, I aim to lead projects, mentor others, and help drive business success while continuing my professional growth." (1), To open a Business school in my town (1), Business, Enterpreneur (1), HR and entrepreneurs (1), To be able to have a owned business (1), I want open my own business and want to make it successful in future (1), First I want to do job and gain experience the I want to start my startup (1), Corporate job and also have business (1), Product business (1), To have a own business company (1), To have a proper job in corporate line than have to start my own good business (1), Businesses (1), To have a automated business setup, having luxury feel (1), International business and HR and marketing (1), In Finance and HR and international business (1), I Want To Be At A Managerial Role and Later On Start My Own Business In Home Town (1), My career aspiration is to build a successful career in the corporate world. Through my PGDM course, I want to improve my management, communication, leadership, and problem-solving skills. I aim to gain practical knowledge through internships and projects and apply what I learn in real business situations.After completing my PGDM, I want to work in a reputed company where I can learn from experienced professionals, and grow in my career. In the future, I hope to become a responsible manager and contribute to the success of my organization while continuously improving my skills and knowledge. (1) |
| Leadership / Self-Growth | 18 | Become a leader (1), Being independent and being leader (1), I want to see myself in a responsible position (1), To achieve a good and respected position in famous company (1), To be successful and be in a good position (1), Aiming for leadership (1), I want to be a self independent woman with knowledge and somewhere where i am learning new things daily and enjoying my success (1), To grow as leaders ship (1), To be a successful person (1), As a leaders ship (1), To be leader (1), I want to be self independent (1), To become a successful person in the industry (1), Being successful and satisfied as well (1), Work as a leadership entity for a organisation (1), To be in a field of successful HR (1), My career aspiration is to begin my career in a reputed organization where I can apply my knowledge, gain practical experience, and grow into a responsible professional. (1), Grow with professionally (1) |
| Analytics / Data Science | 18 | Hr, Marketing analyst (2), Either to work in finance or analyst sector (1), Doing a good role in business analytics (1), Want to work on my confidence and speaking skills, and want to build my career at manager level in growth marketing manager or analyst (1), My future aspiration is becoming a best business analyst (1), I am looking forward to become a professional in field of analytics specifically being part of sports industry collecting and analysing raw data for team's good performance. (1), Get a job in data analytics field (1), Work in areas such as financial analysis, business analytics, banking analytics, credit/risk, consulting etc. (1), Operation, business analytics (1), Business analytics, opration (1), To built a successful career in Data analytics and operations management. (1), To become data analytics (1), To be successful in the field of business analytics (1), Business Analytics and Podcaster (1), I desire to have a career in analytics field (1), My ambition is to contribute to a dynamic multinational company where i can leverage my expertise in finance and data analytics to play a significant role in the company's efficiency and growth. And to become CA. (1), Financial analyst business analyst project management (1) |
| Banking / Finance | 6 | To make career in finance (1), Go ahead in finance (1), Gaining knowledge about finance (1), To work in investment banking (1), Job in finance (1), Finance (1) |
Individual word frequency from the free-text 31. Hobbies field (325 responses), stopwords and filler words removed. Size = frequency; hover a word for its exact count.
Individual word frequency from the free-text 33. Career Aspirations field, among the 161 students who wrote something more specific than "NA"/blank. Generic filler words (e.g. "grow", "future") removed.
From the free-text 36. Favourite Book field: 163 of 325 students named a book (136 unique raw spellings, collapsed to ~89 identifiable, specific titles after merging typos/duplicates — e.g. "Rich dad poor dad", "Rice Dad poor dad", and "Rich dad and poor dad" all count as one title). Genres below are aggregated from those identifiable titles only; vague answers ("Novel", "Story book", "G.K", "No book") are excluded since they can't be genre-classified.
| Title | Author | Genre | Mentions |
|---|---|---|---|
| Rich Dad Poor Dad | Robert Kiyosaki | Personal Finance | 19 |
| Atomic Habits | James Clear | Self-Help | 8 |
| Harry Potter (series) | J.K. Rowling | Fantasy | 5 |
| The Alchemist | Paulo Coelho | Philosophical Fiction | 4 |
| The Art of Being Alone | Renuka Gavrani | Self-Help | 3 |
| 48 Laws of Power | Robert Greene | Self-Help / Strategy | 3 |
| The Power of Your Subconscious Mind | Joseph Murphy | Self-Help | 3 |
| Ikigai | García & Miralles | Self-Help / Philosophy | 3 |
| Gulliver's Travels | Jonathan Swift | Classic Satire | 3 |
| Bhagavad Gita / Ramayana (mentioned) | Traditional | Religious & Spiritual | 3 |
| Discovery of India | Jawaharlal Nehru | History & Politics | 2 |
| Verity | Colleen Hoover | Thriller / Romance | 2 |
| Wings of Fire | A.P.J. Abdul Kalam | Memoir & Biography | 2 |
| The Kite Runner | Khaled Hosseini | Literary Fiction | 2 |
| Musafir Cafe | Divya Prakash Dubey | Indian Fiction (Hindi) | 2 |
| Gunaho Ka Devta | Dharamvir Bharati | Indian Fiction (Hindi) | 2 |
| Psychology of Money | Morgan Housel | Personal Finance | 2 |
| The Secret | Rhonda Byrne | Self-Help | 1 |
| Sapiens | Yuval Noah Harari | History / Non-fiction | 1 |
| The Lord of the Rings | J.R.R. Tolkien | Fantasy | 1 |
| Diary of a Young Girl | Anne Frank | Memoir & Biography | 1 |
| How to Win Friends & Influence People | Dale Carnegie | Self-Help | 1 |
| The Lean Startup | Eric Ries | Business | 1 |
| Metamorphosis | Franz Kafka | Literary Fiction | 1 |
| Three Men in a Boat | Jerome K. Jerome | Classic / Humor | 1 |
| The Jungle Book | Rudyard Kipling | Classic Literature | 1 |
| A Song of Ice and Fire | George R.R. Martin | Fantasy | 1 |
| The Silent Patient | Alex Michaelides | Thriller | 1 |
| Intelligent Investor | Benjamin Graham | Personal Finance | 1 |
| Tuesdays with Morrie | Mitch Albom | Memoir | 1 |
| The Perks of Being a Wallflower | Stephen Chbosky | YA Fiction | 1 |
| A Thousand Splendid Suns | Khaled Hosseini | Literary Fiction | 1 |
| Othello | William Shakespeare | Classic Drama | 1 |
| The Art of War | Sun Tzu | Philosophy / Strategy | 1 |
| It Ends With Us | Colleen Hoover | Romance | 1 |
| Five Point Someone | Chetan Bhagat | Indian Fiction (English) | 1 |
| Midnight's Children | Salman Rushdie | Literary Fiction | 1 |
Framing: this is the enrolled student list for a university English Communication course. Every answer below is grounded in the numbers elsewhere in this report — not generic teaching advice.
This is an English Communication class — but should I actually teach it in English?
Mostly no, especially not at the start. Self-rated English fluency averages 3.0/5 against Hindi at 4.3/5, and 30% of the class sits at Beginner/Basic English (level 1–2). For the Foundational / Needs Support tier (34% of the class), average English fluency is just 2.3/5. Explain new concepts and give instructions in Hindi or bilingually, then have students practice output in English — the class's actual job is building English communication skill, which means English should show up as the thing being rehearsed, not the language the rules are explained in.
My class spans Beginner to Excellent in English. How do I teach the middle without losing either end?
The distribution isn't actually bimodal — it's a hump centered on "Intermediate" (140 of 325, the single largest group), with smaller tails at Beginner (20) and Excellent (19). Design the core lesson for Intermediate, then run two light-touch adaptations: a sentence-starter/vocabulary scaffold handed to the Beginner/Basic tail (97 students) so they can attempt the same task at a smaller scale, and an "add nuance" stretch prompt (idioms, register-switching, persuasive framing) for the Proficient/Excellent tail (88 students) so they're not just waiting. Don't build three separate lesson plans — one task, two optional add-ons.
How should I group students for pair or group work?
Mix fluency levels within each group rather than clustering similar levels together — peer modeling does real work here given the range. But don't ignore learning style: 51% of the class is Diverging (Kolb) and 45% are Narrator communicators, so most groups will default to storytelling/anecdote mode on their own, which is good for this subject. For the smaller Contemplator slice (19%), give a minute of silent think-time or a written prompt before opening the floor — cold-calling this group first tends to get you silence, not a considered answer.
What examples and content will actually land with this class?
Lean on what they've told you they already care about: Sports (90 mentions), Reading (73), Travel (59), and Music/Dance (59) are the most common hobbies — use them as the subject matter for speaking/presentation prompts rather than generic "describe your weekend" topics. On career language specifically, the aspiration word cloud is dominated by business, marketing, analytics, and corporate vocabulary — a communication class that teaches how to introduce yourself, pitch an idea, or write a professional email in those registers will feel directly useful rather than academic.
Half the class has no clearly stated career goal. Does that matter for a communication class?
Yes — 50% (164 of 325) didn't state a specific career aspiration. A communication class is actually a natural place to build this without derailing the syllabus: use "introduce yourself professionally," "explain what you want to do and why" as a recurring speaking assignment across the term. Students refine the answer as their thinking clarifies, and you get an authentic, personal speaking topic every time instead of an artificial prompt.
Does it matter that a third of the class lives in hostels?
Mainly for anything you assign outside class. 37.5% (122 of 325) live in hostels and 62.5% are day scholars commuting in — 97% are laptop-comfortable, so digital delivery (recorded clips, shared docs, async discussion boards) is safe for both groups, but evening commitments will be easier for hostel students and harder for day scholars. If you run a graded async component, give a multi-day window rather than a same-evening deadline.
Can I use school marks (10th/12th percentage) to predict who will struggle in my class?
Not reliably. Grade 10 and Grade 12 scores correlate with each other (r=0.46) but only weakly with graduation performance (r=0.17 and r=0.15) — see the scatter plots on the Distributions tab. A strong school transcript doesn't reliably predict an engaged student today, and a weak one doesn't reliably predict a struggling one. The English fluency self-rating and engagement tier (Distributions / Home tabs) are far more directly relevant signals for a communication class than an old school percentage.
How do I assess fairly given the fluency spread?
Separate content/effort from polish in your rubric, and weight them so a Beginner-level student attempting a well-structured, on-topic response can still score well even with grammar mistakes. If everything is graded purely on grammatical accuracy, you are effectively grading English-medium-schooling background (correlated with the Strong Academic Base tier's higher fluency) rather than communication skill — which defeats the point of the course for the 34% in the Foundational tier who most need it.
What's the fastest way to build speaking confidence in the low-fluency group?
Low-stakes, high-frequency speaking beats occasional high-stakes speaking for this group. Short, ungraded "30-second answer" warm-ups every session build more fluency than one big graded presentation per month — and they let you informally track who's progressing without a formal test. Pair this with the Hindi-first instruction approach above: explain the task in Hindi, then require the attempt in English.
Should a student's Communication Style (Narrator / Assertor / Contemplator / Demonstrator) change how I call on them?
Yes, in small ways. Narrators (45%, the largest group) respond best when you ask "tell me about a time..." rather than "what do you think about...". Assertors (19%) want the direct question and fast feedback — don't over-soften criticism for them. Contemplators (19%) need a beat of think-time before being expected to answer out loud — ask the question, then move on and circle back. Demonstrators (16%) learn the task by watching you (or a peer) do it first — model before you ask.
If I only do three things in week one, what should they be?
1) Run a quick, informal spoken self-introduction from every student — this is your real fluency diagnostic, more useful than the survey's self-rating. 2) Set the expectation that instructions will be bilingual but practice output should be attempted in English, so no one is surprised later. 3) Ask each student, in one sentence, what they want to be able to do in English by the end of the course — you'll get better engagement data from that than from any school transcript.