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Making Our Own Luck
We are cross-posting a piece that former NIH official Kris Willis wrote for Macroscience. Kris is now the President and Founder of the Woodley Park Institute, for which I’m a board member. Picking winners or hedging bets? Federal science agencies have long wrestled with the question of how to ensure their billions of dollars of grants and contracts result in maximum benefits for Americans. On the surface, it might seem that a goal-oriented, interventionist style of management would be the best policy: prioritize our most pressing problems and distribute funding accordingly.This top-down strategy creates a unique hazard, though: bad choices can send resources in the wrong direction, resulting in slow progress that impedes the delivery of tangible benefits to citizens. Moreover, if decision makers pursue an applied advance when the underlying scientific principles remain poorly understood, they risk costly failures and a loss of support for the research enterprise at large. Examples include Nixon’s 1971 War on Cancer, undertaken on the premise that a cure could be achieved in less than a decade, the drive to build an operational commercial fusion plant by the mid-1990s, and the National Plan to Address Alzheimer’s Disease, which failed to produce the effective treatments and prevention strategies promised by 2025. The contrasting laissez-faire approach is to hedge your bets. If the path to an advance is impossible to predict, then the wisest choice might be to distribute funding to as widely as possible. The main risk of this strategy is that spreading funding thinly may limit the resources available to the most promising research, resulting in the same negative outcomes as the interventionist approach: limited support for the most promising topics, slow progress, and delayed returns. In reality, at science agencies like the National Science Foundation and National Institutes of Health, program managers navigate between these two extremes, setting some funds aside to target high-priority areas and using the rest to cover the widest possible range of meritorious proposals. This middle path seems like the most rational way to proceed, but it still requires making choices. How much should be set aside for high priority topics? What should those topics be? How should we define merit? Expert opinion can provide a helpful guide, but leading experts can have remarkably different opinions about what matters and what should be prioritized. Moreover, experts and administrators alike can be risk averse, giving an edge to high-profile, well-established concepts. What’s really needed is a data-driven framework to help guide decision-making, one that doesn’t simply repackage prestige or incumbency. Recognizing breakthroughs years in advance Many breakthroughs fail to attract funding or recognition at the earliest stages of development. Katalin Karikó, for example, spent years struggling to win grants for work on mRNA that would eventually win her and Drew Weissman a Nobel Prize. Similar stories can be told about Jim Allison’s groundbreaking studies leading to the development of cancer immunotherapy, Stan Pruisner’s demonstration that prions can self-replicate without DNA, or Robin Warren and Barry Marshall’s proof that Helicobacter pylori, not stress, causes ulcers. Yet at some point, the scientific community recognizes and responds to transformative breakthroughs like these. How does that change happen? And what if science funders could identify the areas that are on the cusp of a breakthrough? Those questions led my collaborators and me to study how scientists responded to past breakthroughs. Based on patterns in that data, we developed a means of predicting future breakthroughs, using biomedicine as a proof of concept. It’s worth taking a moment to describe how our approach works. Briefly, our prediction process begins by grouping the 18 million or so peer-reviewed papers in PubMed, the authoritative database of biomedical research, into roughly 50,000 unique topics. A small subset of these topics are so widely acclaimed as breakthroughs that they have been recognized with a major prize like a Nobel or a Lasker Award. We theorized that studying the development of these outliers over time, especially before they gained acclaim, was the key to identifying future instances of them. After defining topics, we chose 21 representative breakthroughs and asked what they looked like before they won prestigious prizes. To answer that question, we re-ran our topic-mapping algorithm repeatedly, winding back the clock one year each time, stringing together the years to follow the progress of each field as it grew and advanced. We found that in each case, the years leading up to a discovery followed a pattern: a burst of papers on a new, rapidly evolving topic, many of which quickly became influential. These characteristics—the percent of papers that are new, the percentage of papers that are brought in from other topics, and the influence of each individual paper—can all be measured separately for any given topic. Together, they act as a predictive signal that is detectable an average of five years before a transformative discovery is made, and up to thirty years before the discovery receives a major prize. Scanning the current research landscape for topics that display this signal allows us to predict what work will likely produce a future breakthrough. Each year we analyzed includes four or five signals, a number that appears to have remained constant across a twenty year time frame. In their classic work on the sociology of science, Bruno Latour and Steve Woolgar established that the desire to participate in a major discovery is an important motivator for scientists as they consider whether they should take up (or abandon) a research problem. Although further work is needed, the simplest explanation for our results is that this behavior is widespread enough to detect at scale. A foundational advance, or something like it, draws the attention of scientists and causes them to change the direction of their research. They vote with their feet, staking their own reputation and careers by publishing on and citing the new idea. That upswell of interest is the foundation of our breakthrough signal. What kind of research does our model identify as a breakthrough? After building a model based on the patterns in our 21 preselected breakthroughs, we tested it by identifying all early signals of discovery from 1994 through 1997. Of the 18 signals we found in that time period, 17 can be traced forward in time to a breakthrough. Examples include super-resolution fluorescence microscopy (see the image above), the directed evolution of proteins and enzymes (Chemistry Nobel, 2018), and sequencing the human genome (National Medal of Science, 2008). The discovery of the role of leptin signaling in obesity is a particularly interesting case study. Around 1950, scientists noticed the existence of a type of lab mouse that suffered from a unique inherited form of obesity. When given the freedom to choose their own diet, these mice ate more than normal and preferred food that was high in fat. Researchers had few clues as to why the animals overate; early experiments pointed to the existence of a soluble ob factor found circulating in the bloodstream that regulated appetite, but its identity was unknown. In 1994, Jeffrey Friedman and colleagues identified and sequenced the ob gene, noting that the protein it encoded appeared to fit the profile of a circulating factor. A year later, a trio of high-profile publications demonstrated that ob was a hormone that regulated body weight and fat deposition by regulating appetite. One of these was co-authored by Friedman, who christened it leptin from the ancient Greek word for thin. Using our model, the data from 1996 make it clear this advance would become a breakthrough. Scientists had flocked to study the biology of the new hormone, generating the flurry of new papers and citations required to produce a signal. One of these demonstrated that serum leptin concentrations reflected the amount of adipose tissue in the human body, providing clinical validation of the earlier mouse studies. Before the identification of leptin, scientists were unable to point to a specific molecule that controlled appetite and adiposity, so that it was impossible to rule out non-physiological causes of obesity; its characterization fundamentally changed our concept of weight gain. In 2010, Friedman and fellow pioneer Douglas Coleman were awarded a Lasker for the discovery. Our work also identifies breakthroughs in clinical practice and behavioral and social sciences, even though these areas are less likely to draw the attention of major prize committees. One example that falls into this category is the introduction of endovascular aneurysm repair, a minimally invasive surgical procedure for the treatment of abdominal aortic aneurysm, a leading cause of death among Americans over the age of 65. Relative to the previous standard of care, it reduces in-hospital mortality by almost four-fold. In 2017, Timothy Chuter received the American College of Surgeons’ prestigious Jacobsen Innovation award for his multiple refinements to the technique. Another under-recognized breakthrough identified by our model is the development of standardized survey instruments to assess the quality of life for HIV+ patients. The antiretroviral cocktails introduced in the mid-1990s reduced AIDS mortality, but treatment came with serious side effects. The new evaluations showed that patients whose disease progressed had worse physical functioning than Americans with other chronic diseases, while those who were asymptomatic maintained a health-related quality of life on par with the overall US population. This evidence made it possible for patients and activists to argue that even in the absence of a total cure, and in spite of the side effects, alleviation of symptoms was a worthwhile priority for clinicians. My colleagues and I have failed to identify any significant recognition for the physicians and health policy experts who pioneered this advance, although in 2016, researchers called for the World Health Organization to set targets for good health-related quality of life as part of its framework to end the AIDS pandemic. From forecasting to funding How should science funders use our predictions? Any serious discussion of what we should do with this new capability needs to begin with an understanding of its limitations. We can’t (and shouldn’t) invest all of our resources in the small number of topics predicted to produce breakthroughs. Innovative new fields are born from existing ones; they rarely arise de novo. If funders don’t maintain a diverse portfolio, the breakthroughs of tomorrow will have no antecedents. Think of this as eating the seed corn, or killing the goose that lays the golden egg. There are also multiple goals of funding beyond basic scientific discovery, including translating discoveries into clinical practice, developing new technologies, supporting economic development, and training new scientists. The investments needed to accomplish these goals are likely different from those required to support emerging breakthroughs. Finally, we must be aware that we may not capture every instance of a breakthrough. The concept is fuzzy, and not every significant discovery is recognized with a major award. Further, breakthroughs are rare, meaning that our dataset is, by necessity, small. This makes formal estimates of accuracy challenging. Although our overall success rate appears to be high, any one signal may turn out to be a false positive. We found one apparent example: the development of the third generation COX-2 inhibitors, Vioxx and Celebrex, which were much celebrated in the early 2000s as effective but non-addictive pain relievers, meets all the algorithmic criteria of a breakthrough. Five years after it received FDA approval, researchers demonstrated that Vioxx was associated with serious cardiovascular complications, and the manufacturer voluntarily pulled the drug from the market. Celebrex remains available, although like other NSAIDs, it carries an FDA warning for increased cardiovascular risk. Decision makers who were overly focused on the breakthrough potential of this research might have wasted substantial resources nurturing an area that ultimately proved to be a failure—but so would those who relied on expert opinion at the time. That said, the potential benefits of funding the next mRNA vaccine or cancer immunotherapy years earlier than we might have are large. When we can’t assume the outcome of an action, it’s worth conducting an experiment. Can targeted support for areas that are poised to produce a breakthrough increase the return on scientific investment without cannibalizing future advances? With the necessary administrative infrastructure in place, conducting this experiment would be straightforward. First, identify all the breakthrough signals between 2018 and 2023, select half at random, and commit to a decade of investment. For biomedicine, a six year window should yield about 30 topics with the potential to produce a breakthrough. Providing strong support to half of these might be accomplished for $300 million a year. That’s roughly half of the recent annual budget of the NIH Common Fund or around 20% of the fiscal year 2025 budget for ARPA-H. After five years, then again at ten, compare to see which group — the one that was actively managed, or the control — produced more breakthroughs, and on what timescale. Although we used biomedicine as an example, the same experiment could just as well be run for physics, materials science, or any other discipline. Any attempt to undertake such an experiment should keep three points top of mind. First, we can predict the topic of future breakthroughs, but the people and vision for how to move the work forward are still important. In practice, this means success requires active program managers with the expertise to develop the science and the authority to do so, including by recruiting investigators. Second, we would be wise to learn from the failures of past attempts to fund transformative research. High among these are funding modestly repackaged work, confusing the genuinely novel with the merely unfamiliar, and relying too much on incumbent investigators. All of these risks can be mitigated by thoroughly and intelligently integrating high quality data into portfolio management. Finally, we need to have patience. Even with strong funding support, producing a breakthrough takes time. If supporting breakthroughs is the best way to nurture the birth of new fields, we also need to accurately describe and properly manage the other two stages, so that we invest wisely throughout the productive lifetime of ideas and divest once they reach the point of diminishing returns. We would benefit from more study of all of these phases, especially the transition from one to another. More research could answer questions like: When does a breakthrough become an established field? How do the availability of funding, the size and characteristics of the available workforce, and the accumulation of evidence that disagrees with prevailing models affect a field’s decline? Exactly how do old ideas give birth to new ones, and can we speed up the process? The more we understand about the dynamics of scientific progress, the better we can maximize the odds that our curiosity leads to results. I’d call that finding a way to make our own luck.
CT AHEC Introduces New Public Health Programs and Partnerships
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Myles Garrett's Rise Could Fuel T.J. Watt's Next Steelers Surge
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Former New Orleans Saints receiver Joe Horn ready for induction into Louisiana Sports Hall of Fame
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David P. O'Brien
About five years ago, David P. O'Brien had a comfortable position at Marsh & McLennan Cos., where he held the top post at the financial giant's Louisville, Ky., office. Despite the lofty rank, Mr. O'Brien found himself longing to be at a smaller company that had to work a little harder to land business. That desire led him away from Kentucky five years ago and to Cleveland, where he serves as executive vice president at business insurance agency Oswald Cos. "I left Marsh before it was en vogue," he said, referring to layoffs and defections at Marsh over the course of this year that followed accusations of bid rigging at the big firm. Above all, Mr. O'Brien, 38, wanted to work at a company that relied on its inventiveness, rather than its name, for business. He said he has found that at Oswald. "It causes you to be more creative, to be more resourceful," Mr. O'Brien said. For instance, an Oswald client seeking to do business internationally might be directed to the network of offices abroad run by competitors such as Marsh and Aon Risk Services Inc. "We're going to use whatever access into the market that makes the most sense for our clients," he said. Of course, using such a strategy can be dangerous for Oswald if its client decides to further a business relationship with one of the firms Oswald recommended. "That's the obvious question and why it's nontraditional," he said. "I think if we're good, and if we're bringing value to the client, then there's no risk. I'm not threatened by it." Imaginative business solutions of that type made his career move to Oswald from Marsh worthwhile. "It's very much a challenge," he said. "It helps you keep your edge. I'm all for the competition." John Jacunski, currently vice president and corporate controller at York, Pa., paper company PH Gladfelter Co., met Mr. O'Brien four years ago when Mr. Jacunski was at WCI Steel Inc. in Warren. So impressed was he with Mr. O'Brien's work for WCI that Mr. Jacunski has retained the Oswald executive at PH Gladfelter. "He's a young guy for the position he has, but he's done a great job for us," Mr. Jacunski said. Among his roles at Oswald, Mr. O'Brien leads the firm's client retention efforts and also serves as director of its property and casualty group. "You don't have the same human resources," he said of the job jump to Oswald. "You don't have, obviously, the safety net a big company has." But sometimes, it can be difficult to ascertain individual contributions when working at a big company. "I wanted to be able to see the end results of my work and my efforts," Mr. O'Brien said.
Keiser's Paul Dodson Voted 2025-26 SUN Sports Information Director of the Year
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Project ASCENT at ILL selected for EU funding under "Choose Europe for Science"
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Propel your professional journey with Marquette Business graduate programs
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The next step in your career might be becoming your own boss
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Why Top Professionals Are Ditching LinkedIn and AI to Return to This 1980s Business Habit
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UToledo Pharmacy and Science Career Camp
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Congressman Rob Wittman talks war and politics on 'Untold' podcast
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Early-career scientists build national infrastructure to bridge science and policy
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Known Agenda Sold To Stand In Uruguay
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Jeffrey Stokes Named Head of Allied Health Sciences
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Producers United Boosts Legal Muscle With Entertainment Litigator Bonnie Eskenazi, Labor Pro Allyson L. Belovin (EXCLUSIVE)
Producers United, the advocacy group dedicated to protecting and advancing the rights of “career producers” in film and television, has added some significant legal muscle to its bench. Entertainment ...
Producers United Boosts Legal Muscle With Litigator, Labor Pro
Producers United, an advocacy group for career producers in film and TV, has added significant legal power to help enact its basic rights campaign.
Former Raiders' RB holds workout with the Dallas Cowboys
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Texas State, Sky Safety Flight Academy partner to offer Aviation Science degree across San Antonio
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The return of the spoils system could reshape U.S. federal science
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What business leaders are getting wrong about AI's impact on entry-level jobs
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Jay Bilas recalls NFL tryout offer after college basketball career
During his interview with @EdEastonJr, ESPN Analyst Jay Bilas recalled his NFL tryout offer after concluding his college basketball career
Arteta 'was the link between Wenger and the players'
Former Arsenal striker Olivier Giroud says not winning the Premier League in his time with the club is the "only regret" of his career. Giroud scored 105 goals in 253 appearances across five and a half years with the Gunners but, despite winning three FA Cups, could not help Arsene Wenger to a final Premier League title.
Aspirus Health Welcomes Certified Nurse Midwife Tylynn Morrison-Vidar to Rhinelander Clinic
RHINELANDER, Wis. – Aspirus Health is pleased to welcome Tylynn (Ty) Morrison-Vidar, CNM, a Certified Nurse Midwife, to the care team at Aspirus Rhinelander Clinic – N. Shore Drive, located at 2251 N Shore Drive. Morrison-Vidar brings a strong background in women’s health, beginning her career as a Labor and Delivery nurse from 2018 to 2025. She further expanded her clinical expertise while serving as a student midwife from August 2024 through January 2025. In addition to her clinical work, she has cont...
Building Scientists in the AI Era
Stevens Institute of Technology’s newly launched AI in Biology and Chemistry Community helps students explore AI’s role in health care, biotech and ed-tech careers.
Golden Knights’ Mitch Marner opens up about mental health: ‘Some really dark moments’
After the best playoff performance of his career and falling just short of a title, Marner used his platform to discuss mental health.
Yinming Shao named Downsbrough Early Career Professor of Physics
Yinming Shao, assistant professor of physics at Penn State, has been honored with the Downsbrough Early Career Professorship in Physics in recognition of his research contributions, teaching, and service to the Department of Physics and the Eberly College of Science.
Game-Changing New, Online Master’s in Sport Management and Recreation Therapy
Sport management is a growing industry, and UNC Greensboro is preparing the next generation of leaders to meet the demand. The new fully online Master of Science in Sport Management & Recreational Therapy is designed for working professionals ready to advance their careers in sport, athletics, and recreation. With flexible coursework, real-world experiences, and strong industry connections, students can gain the skills they need to lead without putting their careers on hold.
Trump’s Research Policies Are Rattling The Career Plans Of Young Scientists
A recent survey of early-career scientists reveals that Donald Trump’s campaign to upend science policies is causing many to doubt whether they will stay in academia.
Alan Lightman on his childhood in science
The story of the author’s extremely early career
I worked with Jeff Bezos at Amazon in the early 2000s; built my career
David Selinger started at Amazon in January 2003. He says Jeff Bezos made him rethink the way he viewed the world.
“The Big Bang Theory ”cast: See Jim Parsons, Kaley Cuoco, and their brainy costars, then and now
The stars have continued to make waves in film, television, and theater — among other career milestones.
NWA Women in Business: Charlcee Small
Residence: Fayetteville Education: B.A., political science, 2008, J.D., 2011, University of Arkansas Professional background: Small began her career at the U.S. Attorney’s Office for the Western District of Arkansas and...
Gen Z thinks AI is killing their career prospects. This business school has other ideas.
The University of Miami’s business school is rebuilding its curriculum from the ground up—and betting that human intelligence is still the most valuable skill in the room
KC sports stars share mentorship moments with BBBSKC Littles
BBBSKC “Littles” interviewed local sports leaders about their careers and lessons learned from coaches and mentors, including sportsmanship, teamwork and resilience.
WVU health care AI researcher wins prestigious NSF CAREER award
West Virginia University researcher Avishek Choudhury, who studies health care providers’ trust in artificial intelligence, has been named a Faculty Early Career Development award winner by the National Science Foundation.
Political scientist Daniel Smith recognized for scholarly contributions
Dan Smith, UF faculty member since 2003, has received the 2026 Career Achievement Award from the State Politics and Policy Section o the American Political Science Association.
Building her brand: Brandenstein attends NCAA Career in Sports Forum
What started out as a hobby has evolved into much more for rising senior Joy Brandenstein.
Throwback comic Jim Norton performs at the Englert
Comedian Jim Norton talks about the beginning of his career and working with Louie C.K. ahead of his show at the Englert on June 25.
Timeline: DuJuan McCoy's career led him from Indy to Texas and back
The Circle City Broadcasting owner recently acquired WRTV, his third Indy TV station. Here's a timeline of his 37 years in the business.