|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Articles d’actualité sur les crypto-monnaies
Anonymizing Grant Proposals to Reduce Bias
Jan 08, 2025 at 05:30 pm
Despite receiving 25% of all federal research funding awarded to universities and colleges in 2021, just 11 U.S. universities are responsible for distributing the funds. Of these top research-funded universities, nine of them are located on either the East or West Coast. Only University of Michigan and University of Pittsburgh are representing the middle of the country. This trend has been consistent since 2010.
However, there are strong research programs at universities throughout the U.S. So why does such a small set of universities receive such a large portion of federal research funding? Is there bias toward these institutions or a hesitancy to criticize proposals from elite universities? Whatever the cause may be, the problem extends beyond federal research funding and also affects foundations that support research.
I’m the executive director of the Arnold and Mabel Beckman Foundation, where we provide basic science research grants with the vision of supporting young scientists today for tomorrow’s breakthrough discoveries. Our mission is to support “young scientists, and especially those that don’t yet have the clout to win major research grants.” One of my main objectives is to ensure that we solicit and evaluate all proposals using an inclusive, fair, and unbiased process. The Beckman Foundation’s success depends on our ability to identify and fund new exciting and innovative research ideas, and we believe that biases in our processes can impede us in accomplishing our mission.
Like many basic science funding organizations, we rely on peer review to evaluate and recommend the research projects that we consider for funding. One challenge in the basic sciences is the concentration of grant funding at relatively few U.S. institutions, and my colleagues and I have been concerned that our traditional peer review processes may be perpetuating this concentration.
Admittedly there are many benefits to continue funding established institutions that have made the investments in the infrastructure, research teams, and specialized equipment to conduct advanced research. But this also raises some concerns: Are we stifling research progress when only those with the access and connections to these elite institutions are able to participate? How many great ideas and breakthroughs do we ignore because they aren’t from the “traditional” places? Do the well-resourced institutions become less innovative if they get an advantage through our peer-review system for continued funding?
Of course, as a foundation focused on basic science, we turned to the data to examine the evidence and test our hypothesis. Starting in 2019, we did a detailed analysis of our own grant awards at the Beckman Foundation, and we saw a similar concentration of funding in our awards to the same institutions year after year. We asked ourselves: Are we identifying and funding the best scientific ideas, or does the institutional affiliation of an applicant unduly factor into our review processes?
This question led us change the proposal review process we used for our 2020 applications to a dual-anonymized structure to investigate if we saw any implicit bias in our reviews towards prestigious institutions. We then tracked our application statistics for the next four years of applications and saw a shift away from the prestigious institutions that enabled more applications from diverse universities to advance in our selection process. Our complete study methodology and findings are published in a 2024 eLife article.
In implementing this change, we required our applicants themselves to remove any gender, race, or institutional affiliation identifiers from their proposals. The reviewers were only provided with the anonymized research proposal without any supporting information about the applicant themselves.
Interestingly, we found a reduction in the relative advantage of applicants from the more prestigious institutions to advance in our review process after the anonymization step. Before anonymization, the proposals from elite institutions had 1.5 times greater-than-average chance of being selected to advance for further consideration, and after anonymization this advantage to advance dropped to only 1.2 times the average.
This shift in which proposals advance in our reviews brings forward more excellent scientific ideas from those not at these elite institutions to be included in the final stages of our review process to be considered for funding. The anonymization resulted in a reduction, but not elimination, of the advantage that the prestigious institutions had in our review process, likely indicating that the prestigious institutions do have an intrinsic advantage: Their researchers and resources put forward above-average and compelling research proposals. However, our finding that the likelihood for these proposals to advance was reduced showed us that these advantages of being associated with certain prestigious institutions were given undue influence in our review processes.
Ensuring that our review processes are fair and inclusive to all of our applicants regardless of their institution was the goal of our process change, but we also realized the additional benefits that the anonymized proposals were easier to read and evaluate, which reduces reviewer fatigue. During the review discussions we stayed focused on the innovation and the science in the proposal without additional discussions of perceived mentor status, publication rates, journal impact factors, and other ancillary topics.
Like all big systemic challenges, there are many possible solutions being explored. While we have focused on the dual-anonymized review approach, other
Clause de non-responsabilité:info@kdj.com
The information provided is not trading advice. kdj.com does not assume any responsibility for any investments made based on the information provided in this article. Cryptocurrencies are highly volatile and it is highly recommended that you invest with caution after thorough research!
If you believe that the content used on this website infringes your copyright, please contact us immediately (info@kdj.com) and we will delete it promptly.
-
- The Conners Saison 6: Tout ce que nous savons sur la date de sortie de Netflix US
- Feb 02, 2025 at 08:20 am
- The Conners est une série télévisée américaine de sitcom qui a été présentée sur ABC le 16 octobre 2018. La série est un spin-off de la sitcom de longue date Roseanne, diffusée sur ABC de 1988 à 1997 et a été relancé en 2018. Les Conners suit suit La famille Conner après la mort de Roseanne Conner (Roseanne Barr).
-
- : LightChain AI: La monnaie de selting est les gros titres des journaux où le marché des crypto-monnaies se prépare à une nouvelle vague d'innovation en 2025
- Feb 02, 2025 at 08:10 am
- Étant donné que le marché de la cryptographie se prépare à une nouvelle vague d'innovation en 2025, la monnaie avant la grossesse est déjà publiée par LightChain AI.
-
- Coinbase a critiqué le «problème de fraude grave» alors que la crypto-communauté des rouleaux de Wave of Scams
- Feb 02, 2025 at 08:00 am
- La communauté cryptographique est sous le choc d'une vague d'escroqueries ciblant les utilisateurs de Coinbase. L'enquêteur de la blockchain Zachxbt a récemment révélé qu'au moins
-
- La réalité d'un milliard de dollars derrière la formation de l'IA de Deepseek
- Feb 02, 2025 at 08:00 am
- Deepseek a été dans l'actualité et pour une bonne raison. L'affirmation controversée selon laquelle la startup chinoise n'a utilisé que 6 millions de dollars en deux mois pour construire un modèle d'IA a choqué les développeurs à travers le monde.
-
- Analyse des prix XRP: la trajectoire baissière se cristallise comme le support à 2,95 $ vacille
- Feb 02, 2025 at 07:00 am
- XRP oscille actuellement de 2,979 $ à 2,992 $ au cours de la dernière heure, accompagné d'un volume de transaction quotidien de 3,45 milliards de dollars et d'une évaluation du marché de 172 milliards de dollars.
-
- Pourquoi investir dans Remittix (RTX)? Une nouvelle crypto-monnaie combler l'écart entre la crypto et la finance traditionnelle
- Feb 02, 2025 at 07:00 am
- De nouvelles initiatives font fréquemment surface dans l'espace de crypto-monnaie en constante évolution avec la promesse de créativité et des bénéfices importants. Remittix (RTX), l'une des dernières pièces de monnaie à gagner du terrain, a suscité l'intérêt d'une combinaison surprenante de commerçants éthereum et de détenteurs de pièces de monnaie Trump.
-
- L'impact de la croissance des stablescoins sur les prix du bitcoin et de la cryptographie
- Feb 02, 2025 at 07:00 am
- Les marchés des actions de la crypto et des États-Unis ont commencé la semaine sur la pire note possible, réagissant négativement au lancement de la plate-forme de l'IA chinoise Deepseek.