Giovanni Malloy, PhD
Austin, Texas, United States
1K followers
500+ connections
Activity
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I'm pleased to announce that an article of mine focusing on the so-called New Competition Tools has just been published in Concurrences (3.2024) and…
I'm pleased to announce that an article of mine focusing on the so-called New Competition Tools has just been published in Concurrences (3.2024) and…
Liked by Giovanni Malloy, PhD
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Congratulations, Chris! It is a pleasure to be a contributor to this outstanding collection of works on property law. Chris has brought together a…
Congratulations, Chris! It is a pleasure to be a contributor to this outstanding collection of works on property law. Chris has brought together a…
Liked by Giovanni Malloy, PhD
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Inspiring to learn of the outstanding effort here at the UN and WHO to address catastrophic risks and threats to global health security. Grateful to…
Inspiring to learn of the outstanding effort here at the UN and WHO to address catastrophic risks and threats to global health security. Grateful to…
Liked by Giovanni Malloy, PhD
Experience
Education
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Stanford University
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Stanford Interdisciplinary Graduate Fellow
Advisor: Prof. Margaret Brandeau
Dissertation Title: "Mathematical and Decision Analytic Modeling of Interventions to Mitigate Infectious Diseases from Endemic to Pandemic" -
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Highest Distinction
Honors College
Minor in Economics
Volunteer Experience
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English and Civics Teacher
International Institute of the Bay Area
- 3 years 1 month
Social Services
Engage students in activities to prepare for the US citizenship exam in Spanish and English
Communicate ideas about structure and purpose of government in Spanish and English
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English Second Language Tutor
Stanford Habla
- 5 months
Civil Rights and Social Action
Teach English one-on-one to a native Spanish speaker and learner who works on campus
http://hablastanford.su.domains/
Publications
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Predicting COVID-19 Outbreaks in Correctional Facilities Using Machine Learning
MDM Policy and Practice
The risk of infectious disease transmission, including COVID-19, is disproportionately high in correctional facilities.
We used machine learning methods with data collected from 24 prison facilities in the Pennsylvania Department of Corrections to determine which sources of data best predict a coming COVID-19 outbreak in a prison facility.
Key predictors included county-level measures of COVID-19, facility population, and the test positivity rate in a facility.
Fortifying…The risk of infectious disease transmission, including COVID-19, is disproportionately high in correctional facilities.
We used machine learning methods with data collected from 24 prison facilities in the Pennsylvania Department of Corrections to determine which sources of data best predict a coming COVID-19 outbreak in a prison facility.
Key predictors included county-level measures of COVID-19, facility population, and the test positivity rate in a facility.
Fortifying correctional facilities with the ability to monitor local community rates of infection (e.g., though improved interagency collaboration and data sharing) along with continued testing of incarcerated people and staff can help correctional facilities better predict—and respond to—future infectious disease outbreaks. -
The Global Economy at the Firm-Level: Estimating Input-Output Linkages in Production Networks and the Potential for Systemic Risk
RAND Corporation
Following the seminal work of Wassily Leontief, input-output analysis has been used to study the impact of one sector's outputs on the inputs to other sectors. With its computational advantages and breadth of application, input-output analysis widely used to study the impact of sectoral shocks ranging in source international, to environmental, to security. Advances in data collection make increasingly clear the role of firm-level shocks and their aggregate impacts. We contribute an approach…
Following the seminal work of Wassily Leontief, input-output analysis has been used to study the impact of one sector's outputs on the inputs to other sectors. With its computational advantages and breadth of application, input-output analysis widely used to study the impact of sectoral shocks ranging in source international, to environmental, to security. Advances in data collection make increasingly clear the role of firm-level shocks and their aggregate impacts. We contribute an approach that uses data on customer-supplier relationships for firm-level input-output analysis. We overcome challenges of missing data through inference techniques. We present estimate a true firm-level model with global input-output linkages to estimate the potential aggregate impacts of firm level shocks and empirically analyze the contributions of network structure to latent systemic risk. We find that idiosyncratic firm-level shocks can account for meaningful impacts to aggregate output, that firms posing risk of significant impacts vary across sectors, and that the latent systemic risk varies across countries within the global interfirm network.
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When is Mass Prophylaxis Cost-Effective for Epidemic Control? A Comparison of Decision Approaches
Medical Decision Making
Malloy GSP, Brandeau ML. When Is Mass Prophylaxis Cost-Effective for Epidemic Control? A Comparison of Decision Approaches. Medical Decision Making. May 2022.
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Modeling the Cost-Effectiveness of Interventions to Prevent Plague in Madagascar
Tropical Medicine and Infectious Disease
Malloy GSP, Brandeau ML, Goldhaber-Fiebert JD. Modeling the Cost-Effectiveness of Interventions to Prevent Plague in Madagascar. Tropical Medicine and Infectious Disease. 2021; 6(2):101. https://doi.org/10.3390/tropicalmed6020101
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Predicting the Effectiveness of Endemic Infectious Disease Control Interventions: The Impact of Mass Action versus Network Model Structure
Medical Decision Making
Malloy GSP, Goldhaber-Fiebert JD, Enns EA, Brandeau ML. Predicting the Effectiveness of Endemic Infectious Disease Control Interventions: The Impact of Mass Action versus Network Model Structure. Medical Decision Making. April 2021. doi:10.1177/0272989X211006025
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Effectiveness of interventions to reduce COVID-19 transmission in a large urban jail: a model-based analysis
BMJ Open
We aim to estimate the impact of various mitigation strategies on COVID-19 transmission in a US jail beyond those offered in national guidelines: depopulation, single celling, and asymptomatic testing. We developed a stochastic dynamic transmission model of COVID-19 tailored to the jail environment and find that all three interventions can be effective strategies to mitigate COVID-19 in jails.
Other authors -
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Estimation of COVID-19 Basic Reproduction Ratio in a Large Urban Jail in the United States
Annals of Epidemiology
Malloy, G.S.P.*, Puglisi, L.B.*, Harvey, T.D., Brandeau, M.L., Wang, E.A. (2020). Estimation of COVID-19 Basic Reproduction Ratio in a Large Urban Jail in the United States. Annals of Epidemiology. https://doi.org/10.1016/j.annepidem.2020.09.002
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A Transparent, Mathematical Model to Evaluate Proposals for Healthcare Reform
Health Management Policy and Innovation
Knight, G. M., Schulman, K., Milstein, A., Rea, S., Malloy, G., Khaliq, U., Scheinker, D. (2019). A Transparent, Mathematical Model to Evaluate Proposals for Healthcare Reform. Health Management Policy and Innovation, Volume 4, Issue 3. https://hmpi.org/2019/11/25/a-transparent-mathematical-model-to-evaluate-proposals-for-healthcare-reform/
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The Influence of Manufacturing System Characteristics on the Emergence of Logistics Synchronization: A Simulation Study
LogDynamics International Conference (Bremen, Germany)
Honors & Awards
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Stanford Interdisciplinary Graduate Fellow
Stanford University
Rich and Sue Sugden Family Graduate Fellow
(https://vpge.stanford.edu/fellowships-funding/sigf/fellows/2020) -
AHRQ National Research Service Award (NRSA) Institutional Health Services Research Training Program (T32)
National Institutes of Health
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Lee B. Lusted Student Award for Outstanding Presentation
Society for Medical Decision Making
Award-winning poster titled "Cost-effectiveness of Interventions to Prevent Plague in Madagascar"
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Charles and Katharine Lin Stanford MS&E Departmental Fellowship
Stanford University Department of Management Science and Engineering
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Chameleon Jazz Scholarship
Purdue University Department of Bands and Orchestras
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Industrial Roundtable ITW Scholarship
Purdue Engineering Student Council
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Dean's List and Semester Honors
Purdue University College of Engineering
Every semester since enrolling
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Robert E. Savage Scholarship in Industrial Engineering
Purdue University School of Industrial Engineering
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Herb & Janice Wilson Band Student in Engineering Scholarship
Purdue University Department of Bands and Orchestras
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Jazz Band Scholarship Award
Purdue University Department of Bands and Orchestras
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James Barany Scholarship in Industrial Engineering
Purdue University School of Industrial Engineering
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Krach Endowment Leadership Scholarship
Purdue University
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Roche Diagnostics Industrial Scholarship
Purdue Engineering Student Council and Roche Diagnostics
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Expo Industrial Scholarship
Purdue Engineering Student Council
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University Bookstore Scholarship
Purdue University Boiler Gold Rush Orientation Program
Most Spirited Team Leader in Hall Team
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Industrial Roundtable ExactTarget Scholarship
ExactTarget and Purdue Engineering Student Council
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Martin-Dodd Jazz Scholarship
Purdue University Department of Bands and Orchestras
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Purdue University Honors College
Purdue University Honors College
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Purdue University Trustee's Scholarship
Purdue University
Languages
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English
Native or bilingual proficiency
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Spanish
Full professional proficiency
Organizations
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Stanford Afro-Latin Jazz Ensemble
Trumpet
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Honors College Leadership Council
Representative for College of Engineering
-Identify and articulate areas of improvement for the Honors College and Honors Engineering Meet regularly with the Dean of the Honors College to advance curriculum and culture Assemble students and faculty to generate discussion at annual Supper with the Scholars Present leadership tools and strategies to other members of the Honors College Coordinate speaker events and inter-disciplinary discussions
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Honors College Ambassadors
Ambassador
-Implement recruitment initiatives for Purdue Honors College Correspond with prospective Honors College students Serve on the student panel during the honors accepted students day
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Honors College and Residences Programming Committee
Student Advisor
-Created roles and responsibilities of residential staff congruent to culture of new residential college Advised University Residences on the student prospective of new Honors College and Residences Developed programming ideas for the new Honors College and Residences Collaborated with Honors College and University Residences faculty and staff
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Purdue Student Government
Senator (College of Engineering)
-Led initiative to give Honors College and College of Veterinary Medicine representation Authored and gather signatures for first ever Constitutional referendum (passed with 82% of vote) Represented the College of Engineering and overall student body in the Student Senate Developed and drafted legislation to improve campus life and amplify the student body’s voice Served on the Governmental Relations Committee to foster relationships with government Advocated for students on the University…
Led initiative to give Honors College and College of Veterinary Medicine representation Authored and gather signatures for first ever Constitutional referendum (passed with 82% of vote) Represented the College of Engineering and overall student body in the Student Senate Developed and drafted legislation to improve campus life and amplify the student body’s voice Served on the Governmental Relations Committee to foster relationships with government Advocated for students on the University Senate Architectural and Landscape Planning Committee Reported my voting record voluntarily each week on social media
More activity by Giovanni
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This part of IIBA's Annual Report highlights the citizenship classes and civic outreach I manage, as well as showing some of our awesome volunteers…
This part of IIBA's Annual Report highlights the citizenship classes and civic outreach I manage, as well as showing some of our awesome volunteers…
Liked by Giovanni Malloy, PhD
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🔌 Empowering Electric Utilities with Predictive Asset Management ⚡ Substations and circuits form the backbone of our electric grid, integrating a…
🔌 Empowering Electric Utilities with Predictive Asset Management ⚡ Substations and circuits form the backbone of our electric grid, integrating a…
Liked by Giovanni Malloy, PhD
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AI development often considers security as an afterthought, if at all. This disconnect risks AI system developers having to re-learn many of the…
AI development often considers security as an afterthought, if at all. This disconnect risks AI system developers having to re-learn many of the…
Liked by Giovanni Malloy, PhD
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The mock hearing was an amazing experience, and I am grateful to be able to apply what I’ve learned throughout my time at DMA. Huge thanks to…
The mock hearing was an amazing experience, and I am grateful to be able to apply what I’ve learned throughout my time at DMA. Huge thanks to…
Liked by Giovanni Malloy, PhD
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Today, I finished an exciting journey at the Ai4 - Artificial Intelligence Conferences 2024 conference! 🚀 I spent these last three days learning and…
Today, I finished an exciting journey at the Ai4 - Artificial Intelligence Conferences 2024 conference! 🚀 I spent these last three days learning and…
Liked by Giovanni Malloy, PhD
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The future is now. Superpowers aren’t just for comic book Superheroes. They’ll soon be a reality for us all! Jumping into the AI industry as a…
The future is now. Superpowers aren’t just for comic book Superheroes. They’ll soon be a reality for us all! Jumping into the AI industry as a…
Liked by Giovanni Malloy, PhD
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Last day of Ai4 - Artificial Intelligence Conferences here at the MGM Grand. We have had great conversations with professionals across industries…
Last day of Ai4 - Artificial Intelligence Conferences here at the MGM Grand. We have had great conversations with professionals across industries…
Liked by Giovanni Malloy, PhD
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For the last 3 years, I have participated in the Ai4 - Artificial Intelligence Conferences in Las Vegas. As I am eagerly expecting my second son to…
For the last 3 years, I have participated in the Ai4 - Artificial Intelligence Conferences in Las Vegas. As I am eagerly expecting my second son to…
Liked by Giovanni Malloy, PhD
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Setting up for a big week at Ai4 - Artificial Intelligence Conferences in Las Vegas, NV. We are excited to share how our methods combine technical…
Setting up for a big week at Ai4 - Artificial Intelligence Conferences in Las Vegas, NV. We are excited to share how our methods combine technical…
Liked by Giovanni Malloy, PhD
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