# MBA Personal Narrative Workbook: [Your name] > A workbook for finding the through-line of your MBA application: the values, defining experiences, career goals, > reasons for "why now" and reasons for "why an MBA" that every essay, short answer, video response, recommendation > brief and interview draws on. It takes you from raw memories to an evidence inventory, a story selection matrix, a > one-sentence through-line and a map of which story goes where. It is for applicants to full-time, part-time and > executive MBA programmes at leading international schools, and for mentors who help them reflect. > Source basis: research on life stories and identity (McAdams 2001), the life-story approach to leadership > development (Shamir and Eilam 2005), the theory of basic human values (Schwartz 1992) and research on reflective > writing, summarised in our own words. Replace every [bracketed] value and every row marked *Example*. The example > applicant is fictional. This is a planning aid, not admissions, legal or financial advice. ## Document control | Field | Value | |---|---| | Applicant | [Your name] | | Target programmes and rounds | [School A, Round 1 / School B, Round 2] | | Workbook version | [0.3] | | Through-line version | [v2, YYYY-MM-DD] | | Reviewed by | [Mentor or coach, a friend who knows you well, one reader who does not] | | Status | [Exploring / Selecting / Locked for essays] | | Last updated | YYYY-MM-DD | ## Contents 1. Why the narrative comes first 2. How the narrative feeds every part of the application 3. Part A: Values 4. Part B: Defining experiences 5. Part C: Evidence inventory and story selection 6. Part D: Career goals 7. Part E: Why now 8. Part F: Why an MBA 9. Synthesis: the through-line 10. Story map across the application 11. Technique: fragments before and after 12. AI use and integrity rules 13. Quality checklist 14. Common mistakes 15. Timeline 16. My notes and next steps ## 1. Why the narrative comes first An admissions committee reads a file, not a set of separate documents. Your resume, essays, short answers, video responses, recommendations and interview are read together, often by the same person within an hour. When each piece tells a different story, the reader has to guess who you are. When they share one through-line, every piece adds evidence to the same picture, and the file is memorable when it is discussed in committee. A through-line is not a slogan. It is a short, true account that connects **what you value**, **what you have done because of it**, **what you want to do next**, **why that requires an MBA** and **why now**. Psychologists who study life stories describe identity as an evolving narrative that people construct to give their lives unity and purpose (McAdams 2001). Leadership researchers have argued that leaders draw authenticity and direction from the stories they tell about their own development (Shamir and Eilam 2005). You do not need either theory to apply, but both explain why admissions readers respond to applicants who can say not only what they did but what it meant and how it changed them. The workbook protects you from three common failures: an essay that lists achievements with no reflection, goals that do not follow from anything in your past, and a "why MBA" that would be true of any applicant. It also saves time. Once the inventory and map exist, each school's essay becomes a selection and writing task, not a fresh search through your life. ## 2. How the narrative feeds every part of the application ```mermaid flowchart TD A["Part A: Values"] --> E["Evidence inventory"] B["Part B: Defining experiences"] --> E E --> S["Story selection matrix"] D["Part D: Career goals"] --> T["Through-line"] W["Part E: Why now"] --> T M["Part F: Why an MBA"] --> T S --> T T --> R["Resume emphasis"] T --> ES["Essays"] T --> SA["Short answers and video responses"] T --> RB["Recommender brief"] T --> IV["Interview stories"] ``` | Component | What it takes from the workbook | Template | |---|---|---| | Resume | Which achievements lead each role, what the additional section emphasises | mba/mba-resume | | Goals essay | Part D, Part E, Part F | mba/mba-goals-essay | | Why-school essay | Part F, plus your school research | mba/mba-why-school-essay, mba/mba-school-research-log | | Values or "who are you" essay | Part A and Part B | mba/mba-values-essay | | Leadership and setback essays | Selected stories from Part C | mba/mba-leadership-impact-essay, mba/mba-setback-growth-essay | | Short answers and video responses | The one-sentence and 30-second through-line, short stories | mba/mba-short-answers, mba/mba-video-essay-prep | | Recommender brief | Stories a recommender witnessed, matched to the qualities you want confirmed | mba/mba-recommender-brief | | Interview | The two-minute through-line and six to eight ready stories | mba/mba-interview-prep | ## 3. Part A: Values Values are the principles that guide your choices when choices are hard. Schwartz (1992) proposed a set of basic human values found across cultures, among them self-direction, achievement, benevolence, universalism and security, arranged so that some sit in tension with others. Use that idea as a prompt, not a checklist: the useful insight is that values show most clearly when two of them conflict and you have to choose. **Step A1. Free write.** Spend 20 minutes answering, without editing: 1. When were you proudest of a decision, regardless of the outcome? 2. When did you choose the harder or less rewarded option, and why? 3. What makes you angry at work or in your community? What does that reveal you care about? 4. Whose approval do you value most, and what would disappoint them? 5. What do you do with free time when nobody is watching or paying? **Step A2. Name and evidence your values.** Keep three to five. | ID | Value in your words | Costly choice that shows it | When | What it cost you | Who saw it | |---|---|---|---|---|---| | V-01 *Example* | Build systems that outlast me | Spent four weekends writing a readiness checklist other managers could use, instead of fixing my own sites faster | 2024 | Slower personal metrics for a quarter | VP Customer Success | | V-02 *Example* | Open doors for others | Took on the treasurer role at a youth climbing club to fund free places | 2021 to present | Around 6 hours a month for five years | Club board, families | | V-03 *Example* | Learn by doing hard things | Asked to move from analytics into a field deployment role with no robotics background | 2024 | Left a promotion track at Northfield | Former and current managers | | V-04 | [ ] | [ ] | [ ] | [ ] | [ ] | | V-05 | [ ] | [ ] | [ ] | [ ] | [ ] | **Step A3. Tensions.** Which two of your values pull against each other, and how do you resolve it? Readers find applicants who understand their own tensions more credible than applicants who present a frictionless list. | Tension | Example of a time it mattered | How you resolved it then | How you would resolve it now | |---|---|---|---| | *Example* Build systems versus learn by doing | Wanted to keep redesigning the forecast but the team needed a stable tool | Froze the model for a season and documented it | Agree a review date with users before changing a tool they rely on | | [ ] | [ ] | [ ] | [ ] | ## 4. Part B: Defining experiences McAdams (2001) describes recurring patterns in how people narrate turning points, such as stories where a difficult event leads to growth. Shamir and Eilam (2005) emphasise that leaders' life stories are constructed and revised through reflection. Both point to the same practical lesson: the meaning you take from an experience matters as much as the event. Two applicants can describe the same promotion; one shows what they learned and changed. **Step B1. Lifeline.** Draw a line from childhood to today. Mark high points, low points and turning points. Aim for twelve to twenty marks. | ID | Age or year | Event | High, low or turning point | What you believed before | What you believed after | Still true today? | |---|---|---|---|---|---|---| | L-01 *Example* | 14 | Family moved from Alexandria to Gothenburg; started school in a language I did not speak | Low, then turning point | Belonging depends on fitting in | Belonging is built by being useful to a group | Yes | | L-02 *Example* | 22 | First job, inherited a broken reporting process | Turning point | Analysts answer questions | Analysts can change what questions get asked | Yes | | L-03 *Example* | 26 | Left Northfield for a field role at Corvane | Turning point | Expertise means depth in one area | Range across functions is a skill in itself | Partly | | L-04 | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] | | L-05 | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] | | L-06 | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] | **Step B2. Reflection on three turning points.** For each, answer in a few lines. This is a version of the experiential learning cycle (Kolb 1984): concrete experience, reflective observation, abstract conceptualisation, active experimentation. | Prompt | L-01 *Example* | [Your turning point] | |---|---|---| | What happened, concretely? | Arrived mid-year, placed in a language class, no friends for months | [ ] | | What did you notice about yourself? | I withdrew until a teacher asked me to help run the school chess club | [ ] | | What principle did you draw from it? | Being given responsibility made me belong faster than waiting to be accepted | [ ] | | What do you do differently because of it? | I give new team members a real task in their first week | [ ] | **Step B3. Private drafting.** Writing about meaningful and difficult experiences in private, before deciding what to share, helps many people find what an experience meant to them. Pennebaker (1997) reviewed research on expressive writing about emotional experiences. Use private pages for this; nothing here has to reach an essay. Decide later, with the selection matrix, what is appropriate to share with an admissions committee. ## 5. Part C: Evidence inventory and story selection **Step C1. Evidence inventory.** Every story the application might use goes here, with the facts you would need to tell it and the evidence a reader or recommender could confirm. The resume evidence bank (mba/mba-resume, section 4) is a good starting list for work stories. | ID | Story title | Situation and stakes | Your action | Result | Reflection: what you learned or changed | Values shown | Qualities shown | Witness | |---|---|---|---|---|---|---|---|---| | ST-01 *Example* | Replenishment redesign | 64 stores out of stock on top sellers while holding slow stock | Led the redesign of reorder points and a weekly review | Lead time 9.5 to 6.2 days, excess inventory USD 4.8m to USD 3.1m | Store managers adopted the tool only after I spent days in stores; process design is social | V-01, V-03 | Analytical, leadership without authority | Head of retail operations | | ST-02 *Example* | Go-live checklist | Customer sites went live late, delaying revenue | Wrote a readiness checklist, ran weekly readiness reviews | Average go-live 15 to 11 weeks across 9 sites | I had to give up control of "my" sites so the method could spread | V-01 | Operational leadership, scaling | VP Customer Success | | ST-03 *Example* | Climbing club finances | Club near closure, families could not pay fees | Rebuilt the budget, wrote 2 grant applications | Grants fund 30 free places a year | Money is a tool for access; I want to manage at a scale where that matters | V-01, V-02 | Initiative, stewardship, community | Club chair | | ST-04 *Example* | Returns sizing error | Rising returns in 2 footwear lines | Traced 22% of returns to one sizing error | Fixed in the next season | Look at the customer's experience before the dashboard | V-03 | Curiosity, rigour | Former manager | | ST-05 *Example* | Moving to Sweden at 14 | New country, new language | Joined and later ran the school chess club | Fluent within two years, club grew | Belonging through contribution | V-02, V-03 | Resilience, adaptability | Not applicable | | ST-06 *Example* | Diligence data room | Series C investor diligence | Prepared the operating-metrics data room | Round closed (company result, not mine) | I understood the business for the first time from an investor's side | V-03 | Trust, exposure to strategy | CFO | | ST-07 | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] | | ST-08 | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] | | ST-09 | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] | | ST-10 | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] | **Step C2. Story selection matrix.** Score each story from 1 (weak) to 5 (strong) on four criteria. Weights reflect what essays and interviews reward most; change them if your target schools emphasise something else. | Criterion | Weight | What a 5 looks like | |---|---|---| | Theme fit | 0.35 | The story shows one of your values and supports the through-line directly | | Impact | 0.25 | A clear, sizeable result, or a meaningful change in people | | Recency | 0.15 | Within the last three to four years, showing who you are now | | Distinctiveness | 0.25 | Few other applicants could tell this story | The weighted score is `=SUMPRODUCT(weights, scores)`, for example `=SUMPRODUCT($B$1:$E$1,B2:E2)` with the weights in row 1, and the rank is `=RANK.EQ(F2,$F$2:$F$7)`. | Story | Theme fit | Impact | Recency | Distinctiveness | Weighted score | Rank | |---|---|---|---|---|---|---| | ST-01 *Example* | 5 | 5 | 3 | 3 | 4.20 | 2 | | ST-02 *Example* | 4 | 4 | 5 | 3 | 3.90 | 3 | | ST-03 *Example* | 5 | 3 | 4 | 5 | 4.35 | 1 | | ST-04 *Example* | 3 | 3 | 2 | 2 | 2.60 | 6 | | ST-05 *Example* | 5 | 2 | 1 | 5 | 3.65 | 4 | | ST-06 *Example* | 2 | 3 | 5 | 3 | 2.95 | 5 | | [ST-07] | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] | Read the result as a prompt for judgement, not a verdict. The community story ST-03 ranks first because it is distinctive and on theme, even though its result is smaller than the work stories. ST-05 is old but highly distinctive: it may be the right opening for a values essay and the wrong choice for a leadership essay. ST-06 shows exposure to strategy but the result was not the applicant's, so it is better used as context in a goals essay than as a leadership story. **Step C3. Coverage check.** Each value should be supported by at least two stories, so that no claim rests on a single example. Mark 1 where a story evidences a value. Count with `=COUNTIF(column,1)`. | Story | V-01 Build systems that outlast me | V-02 Open doors for others | V-03 Learn by doing hard things | |---|---|---|---| | ST-01 *Example* | 1 | 0 | 1 | | ST-02 *Example* | 1 | 0 | 0 | | ST-03 *Example* | 1 | 1 | 0 | | ST-04 *Example* | 0 | 0 | 1 | | ST-05 *Example* | 0 | 1 | 1 | | ST-06 *Example* | 0 | 0 | 1 | | **Stories per value** | **3** | **2** | **4** | V-02 has the thinnest support. The applicant should look for a work story in which she opened a door for someone, for example the mentoring behind resume bullet C5, and add it to the inventory. ## 6. Part D: Career goals Admissions readers look for goals that are **specific** (a function, an industry, a type of organisation), **credible** (your past makes them plausible), **ambitious** (worth the investment) and **coherent** (the short-term goal is a step towards the long-term one). The goals essay template (mba/mba-goals-essay) turns this part into prose, and mba/mba-decision-roi tests whether the MBA is worth it for these goals. | Element | Prompt | Your answer | |---|---|---| | Long-term goal (10 to 15 years) | What problem do you want to own, at what scale? | [ ] | | Short-term goal (immediately after the MBA) | Which role, function, industry and type of employer? | [ ] | | Link to your past | Which stories in Part C make this plausible? | [ ] | | Link to your values | Which values in Part A drive it? | [ ] | | Plan B | If the first short-term path closes, what is the next-best route to the same long-term goal? | [ ] | *Example* (fictional, Nadia Farouk Lindgren): long-term, lead operations for a company that makes physical retail and logistics more efficient at national scale; short-term, a post-MBA role in operations strategy at a consulting firm or a strategy and operations role at a growth-stage logistics company; link, ST-01 and ST-02; values, V-01; plan B, a general management rotational programme at a large retailer. **Gap analysis.** What does the goal require that you do not yet have? | Capability the goal requires | Your current level (1 to 5) | Evidence | How the MBA closes the gap | How you could close it without an MBA | |---|---|---|---|---| | *Example* Corporate finance and valuation | 2 | Diligence data room, no formal training | Core finance, valuation electives | Online course, but no credential or network | | *Example* Leading senior stakeholders across functions | 3 | Readiness reviews with customer executives | Leadership core, team projects, field projects | Slow, depends on promotions | | *Example* Network in consulting and logistics | 1 | None outside current employer | Recruiting, clubs, alumni | Cold outreach, low response | | [ ] | [ ] | [ ] | [ ] | [ ] | ## 7. Part E: Why now | Prompt | Your answer | |---|---| | What have you learned in the last two years that you could not have learned earlier? | [ ] | | What is the ceiling you are reaching in your current path, and how do you know? | [ ] | | What would you lose by waiting two more years? | [ ] | | What external change (industry, technology, family, geography) makes this the right time? | [ ] | | What would a sceptical reader say about your timing, and how would you answer? | [ ] | *Example*: nearly three years of field deployment gave her an operator's view that her analyst years lacked; she now runs nine-site programmes but is excluded from the commercial and financial decisions that set them up; waiting would narrow the switch into strategy roles that often recruit at her experience level. ## 8. Part F: Why an MBA | Route | What it would give you | What it would not give you | Verdict | |---|---|---|---| | Full-time MBA | [ ] | [ ] | [ ] | | Part-time or executive MBA | [ ] | [ ] | [ ] | | Specialised master's | [ ] | [ ] | [ ] | | Online courses and certificates | [ ] | [ ] | [ ] | | Internal promotion or job change | [ ] | [ ] | [ ] | | *Example* Internal promotion | More responsibility in deployment | Finance and strategy exposure, a structured career switch, a cross-industry network | Not sufficient for the short-term goal | Then answer the three questions every "why MBA" answer must cover: 1. **Which capabilities** from your gap analysis will the programme build, and through which parts of it (core courses, electives, field projects, clubs, recruiting)? 2. **Which experiences** does a full programme give that the alternatives do not, such as a structured career switch, learning teams, case discussion with peers from other industries, or a summer internship? 3. **What will you contribute**? Your stories in Part C suggest what classmates gain from you. The why-school essay (mba/mba-why-school-essay) makes this specific to each school. ## 9. Synthesis: the through-line The through-line connects the five parts in one account. Write it at three lengths and keep them consistent. | Length | Use | Your version | |---|---|---| | One sentence (25 to 40 words) | The test of clarity; the opening idea for short answers | [ ] | | 30 seconds (about 70 words spoken) | Video responses, networking, "tell me about yourself" openers | [ ] | | Two minutes (about 280 words spoken) | Interview "walk me through your resume" | [ ] | *Example* one-sentence version (fictional): "I have spent six years building operating systems that other people keep using, in stores and warehouses, and I want an MBA to learn the finance and strategy that decide which systems get built in the first place." Test it: | Test | Question | Pass? | |---|---|---| | Truth | Would people who know you recognise it? | [ ] | | Evidence | Does every claim point to a story in Part C? | [ ] | | Specificity | Could another applicant say the same sentence? If yes, rewrite | [ ] | | Direction | Does it lead naturally to the goals in Part D? | [ ] | | Necessity | Does it make the MBA, now, look like the logical next step? | [ ] | ## 10. Story map across the application | Component | Lead story | Supporting story | Value shown | Notes | |---|---|---|---|---| | *Example* Resume, first bullet of current role | ST-02 | ST-01 | V-01 | Numbers must match essays | | *Example* Values essay | ST-05 | ST-03 | V-02, V-03 | Opening scene from L-01 | | *Example* Leadership essay | ST-01 | ST-02 | V-01 | Focus on persuading store managers | | *Example* Short answer on contribution | ST-03 | none | V-02 | 100 words | | *Example* Recommender 1 (current manager) | ST-02 | ST-06 | V-01 | Brief in mba/mba-recommender-brief | | *Example* Interview | ST-01, ST-02, ST-03, ST-04 | ST-05 | All | Prepare one setback story | | [Component] | [ ] | [ ] | [ ] | [ ] | | [Component] | [ ] | [ ] | [ ] | [ ] | Gaps to watch: the example map has no story of failure. Most interviews and some essays ask for one, so the applicant should add a setback story (see mba/mba-setback-growth-essay) to the inventory. ## 11. Technique: fragments before and after **Reflection, not only action.** Before: "I redesigned the replenishment process and cut lead time by 35%." After: "The model was finished in March. Store managers ignored it until June, when I spent three weeks in their stockrooms and rebuilt the screen around the decisions they actually made. That was when I learned that a process is only as good as the people who choose to use it." **Value shown through choice, not stated.** Before: "I am passionate about helping others." After: "For five years I have spent one Sunday a month on the climbing club's accounts, because the alternative was raising fees that thirty families could not pay." **Goal tied to the past.** Before: "After my MBA I want to work in strategy consulting because it offers great learning." After: "In nine warehouse launches I saw how often a good system failed because of a decision made a year earlier, in a budget meeting I was not in. I want to be in that meeting." ## 12. AI use and integrity rules As of October 2026, schools' published policies on AI in applications range from treating essays written by another person or a tool as a violation, through allowing AI for brainstorming and editing but not for complete responses, to asking for a short disclosure of how AI was used. Columbia Business School's application requirements page, for example, permitted generative AI for idea generation and editing but treated generated complete responses as an Honor Code violation ([Columbia Business School, MBA application requirements](https://academics.business.columbia.edu/admissions/mba/application-requirements)). Policies change between cycles, so check each school's current statement before you rely on it. 1. **You write the narrative.** The values, memories, reflections and goals must be yours, in your words. 2. **Check each school's policy** and apply the strictest one to any material you reuse across schools. 3. **Disclose when asked**, accurately and in the form the school requests. 4. **Never let a tool supply experiences, feelings or lessons.** Invented reflection is a false statement and is usually exposed by an interviewer's follow-up questions. 5. **Keep your drafts and notes**, so you can show how your thinking developed if a school asks. ## 13. Quality checklist | # | Check | Done | |---|---|---| | Q1 | Three to five values, each with a costly choice as evidence | [ ] | | Q2 | At least one tension between values explored | [ ] | | Q3 | Lifeline with at least twelve marks, including life outside work | [ ] | | Q4 | Evidence inventory with at least ten stories, each with a reflection | [ ] | | Q5 | Selection matrix scored and reviewed with judgement | [ ] | | Q6 | Every value supported by at least two stories | [ ] | | Q7 | At least one setback or failure story in the inventory | [ ] | | Q8 | Short-term and long-term goals specific, credible and linked | [ ] | | Q9 | Gap analysis shows what the MBA adds that alternatives do not | [ ] | | Q10 | "Why now" answers what would be lost by waiting | [ ] | | Q11 | Through-line written at three lengths and tested on three readers | [ ] | | Q12 | Story map assigns stories to components with little repetition | [ ] | | Q13 | Facts and numbers match the resume and the application form | [ ] | | Q14 | AI-use policy of each school checked and followed | [ ] | ## 14. Common mistakes 1. **Writing essays first.** Without an inventory you choose the first story that comes to mind, not the best one. 2. **Values as adjectives.** "Integrity, teamwork, passion" with no costly choices behind them convince nobody. 3. **Only work stories.** Some of the most distinctive material comes from family, migration, community or sport. 4. **Achievement without reflection.** Readers want to know what changed in you, not only what changed in the metric. 5. **Goals with no past.** A goal that nothing in your history predicts reads as a guess. 6. **Generic "why MBA".** "Network, skills and brand" is true of everyone and therefore says nothing about you. 7. **Ignoring "why now".** Applying too early or too late without explanation raises doubts about judgement. 8. **One story everywhere.** Repeating the same story in the resume, essays and interview wastes space for evidence. 9. **No setback.** An inventory with no failure leaves you unprepared for a standard interview question. 10. **Oversharing.** Private pain belongs in private drafting unless you can show growth and it serves the prompt. 11. **A narrative built for one school.** Tailor the "why school" part, not the person. 12. **Letting someone else's voice in.** Heavy editing by a friend, consultant or tool flattens what makes you distinct. ## 15. Timeline ```mermaid flowchart LR A["T-20 weeks: Parts A and B"] --> B["T-18 weeks: evidence inventory"] B --> C["T-16 weeks: selection matrix and coverage"] C --> D["T-15 weeks: Parts D, E and F"] D --> E["T-14 weeks: through-line, three readers"] E --> F["T-13 weeks: story map, start essays"] F --> G["Interview invitation: refresh stories"] ``` | Relative date | Task | Date | |---|---|---| | T-20 weeks | Values and lifeline (Parts A and B) | YYYY-MM-DD | | T-18 weeks | Evidence inventory with at least ten stories | YYYY-MM-DD | | T-16 weeks | Selection matrix and coverage check | YYYY-MM-DD | | T-15 weeks | Goals, why now, why an MBA | YYYY-MM-DD | | T-14 weeks | Through-line at three lengths, tested on three readers | YYYY-MM-DD | | T-13 weeks | Story map; essays begin | YYYY-MM-DD | | Interview invitation | Refresh stories, rehearse two-minute version | YYYY-MM-DD | ## 16. My notes and next steps | Date | Insight or decision | Next step | |---|---|---| | YYYY-MM-DD | [For example: V-02 needs a work story; add the mentoring story behind resume bullet C5] | [ ] | | YYYY-MM-DD | [ ] | [ ] | ## Sources and further reading - McAdams, D. P. (2001). The psychology of life stories. *Review of General Psychology*, 5(2), 100-122. - Shamir, B. and Eilam, G. (2005). "What's your story?" A life-stories approach to authentic leadership development. *The Leadership Quarterly*, 16(3), 395-417. - Schwartz, S. H. (1992). Universals in the content and structure of values: Theoretical advances and empirical tests in 20 countries. *Advances in Experimental Social Psychology*, 25, 1-65. - Pennebaker, J. W. (1997). Writing about emotional experiences as a therapeutic process. *Psychological Science*, 8(3), 162-166. - Kolb, D. A. (1984). *Experiential Learning: Experience as the Source of Learning and Development*. Prentice Hall. - Columbia Business School. MBA application requirements (generative AI statement). https://academics.business.columbia.edu/admissions/mba/application-requirements (checked 2026-10-28 via search results; check the live page). ## Revision history | Version | Date | Author | Change | |---|---|---|---| | 0.1 | YYYY-MM-DD | [Name] | First version from template | | [0.2] | YYYY-MM-DD | [Name] | [Inventory reached ten stories, through-line v1] | ## Standard and licence note Based on published research on life stories, values and reflective learning (McAdams 2001, Shamir and Eilam 2005, Schwartz 1992, Pennebaker 1997, Kolb 1984) and on the published application instructions of business schools, summarised in our own words. The text, example applicant and worksheets are original. The template is not affiliated with, endorsed by or produced by any school; school names are used only to describe published policies accurately. Check each school's current instructions and policies before you rely on them. Template licence: MIT.