Appendix V: The Top Documents in STM Topic Modeling

Topic 1:

Winfrey_10: This is what I want to share. It doesn’t matter how far you might rise. At some point you are bound to stumble because if you’re constantly doing what we do, raising the bar. If you’re constantly pushing yourself higher, higher the law of averages not to mention the Myth of Icarus predicts that you will at some point fall. And when you do I want you to know this, remember this: there is no such thing as failure. Failure is just life trying to move us in another direction. Now when you’re down there in the hole, it looks like failure. So this past year I had to spoon feed those words to myself. And when you’re down in the hole, when that moment comes, it’s really okay to feel bad for a little while. Give yourself time to mourn what you think you may have lost but then here’s the key, learn from every mistake because every experience, encounter, and particularly your mistakes are there to teach you and force you into being more who you are. And then figure out what is the next right move. And the key to life is to develop an internal moral, emotional G.P.S. that can tell you which way to go. Because now and forever more when you Google yourself your search results will read “Harvard, 2013”. And in a very competitive world that really is a calling card because I can tell you as one who employs a lot of people when I see “Harvard” I sit up a little straighter and say, “Where is he or she? Bring them in.” It’s an impressive calling card that can lead to even more impressive bullets in the years ahead: lawyer, senator, C.E.O., scientist, physicist, winners of Nobel and Pulitzer Prizes or late night talk show host. But the challenge of life I have found is to build a résumé that doesn’t simply tell a story about what you want to be but it’s a story about who you want to be. It’s a résumé that doesn’t just tell a story about what you want to accomplish but why. A story that’s not just a collection of titles and positions but a story that’s really about your purpose. Because when you inevitably stumble and find yourself stuck in a hole that is the story that will get you out. What is your true calling? What is your dharma? What is your purpose? For me that discovery came in 1994 when I interviewed a little girl who had decided to collect pocket change in order to help other people in need. She raised a thousand dollars all by herself and I thought, well if that little 9-year-old girl with a bucket and big heart could do that, I wonder what I could do? So I asked for our viewers to take up their own change collection and in one month, just from pennies and nickels and dimes, we raised more than three million dollars that we used to send one student from every state in the United States to college. That was the beginning of the Angel Network.

Topic 2:

Zakaria_21: And turning to the graduates, I know I am expected to provide some advice at a commencement. Should you go into nanotechnology or bioengineering? What are the industries of the future? Honestly, I have no idea. But one thing I do know is that human beings will reward and honor those talents of heart and mind they have always honored for thousands of years: intelligence, hard work, discipline, courage, loyalty and, perhaps above all, love and a generosity of spirit. Those are the qualities that, at the end of the day, make you live a great life, one that is rewarded by the outside world, and a good life, one that is rewarded only by those who know you best. These are the virtues that people honor, that they built statues for 5,000 years ago. Well, nobody builds statues anymore. They build weird, modernist sculptures with strange pieces of metal falling off of them, but you get my idea. Trust yourself; you know what you should do. You know the kind of life you should live. You don’t need an ethics course to know what you shouldn’t do. Just trust in your instincts, be true to them, and you will make for yourself a great and a good life. And, in doing so, you will change the world.

Topic 3:

Merkel_1: Herman Hesse wrote, “In all beginnings dwells a magic force for guarding us and helping us to live.” These words by Herman Hesse inspired me when I completed my physics degree at the age of 24. That was back in 1978. The world was divided into east and west, and it was in the grips of the Cold War. I grew up in East Germany, in the GDR, the part of my country which was not free at that time, in a dictatorship. People were oppressed and under state surveillance. Political dissidents were persecuted. The East German government was afraid that the people would flee to freedom. And that’s why it built the Berlin Wall, a wall made of concrete and steel. Anyone caught trying to overcome it was arrested or shot dead. This wall, which cut Berlin in half, divided a people and it divided families. My family was also divided.My first job after college was as a physicist at the Academy of Sciences in East Berlin. I lived near the Berlin Wall. I walked towards it every day on my way home from my institute. Behind it lay West Berlin, freedom. And every day, when I was very close to the wall, I had to turn away at the last minute in order to head towards my apartment. Every day, I had to turn away from freedom at the last minute. I don’t know how often I thought that I just couldn’t take it anymore. It was so frustrating.

Topic 4:

Spielberg_4: Well, what you choose to do next is what we call in the movies the “character-defining moment.” Now, these are moments you’re very familiar with, like in the last “Star Wars: The Force Awakens,” when Rey realizes the force is with her. Or Indiana Jones choosing mission over fear by jumping over a pile of snakes. Now in a two-hour movie, you get a handful of character-defining moments, but in real life, you face them every day. Life is one strong, long string of character-defining moments. And I was lucky that at 18 I knew what I exactly wanted to do. But I didn’t know who I was. How could I? And how could any of us? Because for the first 25 years of our lives, we are trained to listen to voices that are not our own. Parents and professors fill our heads with wisdom and information, and then employers and mentors take their place and explain how this world really works. And usually these voices of authority make sense, but sometimes, doubt starts to creep into our heads and into our hearts. And even when we think, “that’s not quite how I see the world,” it’s kind of easier to just to nod in agreement and go along, and for a while, I let that going along define my character. Because I was repressing my own point of view, because like in that Nilsson song, “Everybody was talkin’ at me, so I couldn’t hear the echoes of my mind.” And at first, the internal voice I needed to listen to was hardly audible, and it was hardly noticeable — kind of like me in high school.

Topic 5:

Winfrey_16: I know that you all might have a little anxiety now and hesitation about leaving the comfort of college and putting those Harvard credentials to the test. But no matter what challenges or setbacks or disappointments you may encounter along the way, you will find true success and happiness if you have only one goal, there really is only one, and that is this: to fulfill the highest most truthful expression of yourself as a human being. You want to max out your humanity by using your energy to lift yourself up, your family and the people around you. Theologian Howard Thurman said it best. He said, “Don’t ask yourself what the world needs. Ask yourself what makes you come alive and then go do that, because what the world needs is people who have come alive.” The world needs … People like Michael Stolzenberg from Fort Lauderdale. When Michael was just 8 years old Michael nearly died from a bacterial infection that cost him both of his hands and both of his feet. And in an instant, this vibrant little boy became a quadruple amputee and his life was changed forever. But in losing who he once was Michael discovered who he wanted to be. He refused to sit in that wheelchair all day and feel sorry for himself so with prosthetics he learned to walk and run and play again. He joined his middle school lacrosse team and last month when he learned that so many victims of the Boston Marathon bombing would become new amputees, Michael decided to banish that darkness with light. Michael and his brother, Harris, created Mikeysrun.com to raise $1 million for other amputees — by the time Harris runs the 2014 Boston Marathon. More than 1,000 miles away from here these two young brothers are bringing people together to support this Boston community the way their community came together to support Michael. And when this 13-year-old man was asked about his fellow amputees he said this, “First they will be sad. They’re losing something they will never get back and that’s scary. I was scared. But they’ll be okay. They just don’t know that yet.” We might not always know it. We might not always see it, or hear it on the news or even feel it in our daily lives, but I have faith that no matter what, Class of 2013, you will be okay and you will make sure our country is okay. I have faith because of that 9-year-old girl who went out and collected the change. I have faith because of David and Francine Wheeler, I have faith because of Michael and Harris Stolzenberg, and I have faith because of you, the network of angels sitting here today. One of them Khadijah Williams, who came to Harvard four years ago. Khadijah had attended 12 schools in 12 years, living out of garbage bags amongst pimps and prostitutes and drug dealers; homeless, going in to department stores, Wal-Mart in the morning to bathe herself so that she wouldn’t smell in front of her classmates, and today she graduates as a member of the Harvard Class of 2013.

Topic 6:

Simmons_14: In that vein, Harvard has a special responsibility as both a prod and steward of the national conscience. It could sit on the hill and congratulate itself on its prowess but it could also use its immense stature to address the widening gaps in how different groups experience freedom and justice. I spoke earlier about the heroic work of HBCUs and minority serving institutions that keep our country open and advancing the cause of equality and access. Yet, many of them have been starved for much of their history by the legacy of underfunding and isolation from the mainstream of higher education.

Topic 7:

Jobs_25: Stewart and his team put out several issues of The Whole Earth Catalog, and then when it had run its course, they put out a final issue. It was the mid-1970s, and I was your age. On the back cover of their final issue was a photograph of an early morning country road, the kind you might find yourself hitchhiking on if you were so adventurous. Beneath it were the words: “Stay Hungry. Stay Foolish.” It was their farewell message as they signed off. Stay Hungry. Stay Foolish. And I have always wished that for myself. And now, as you graduate to begin anew, I wish that for you.