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Whole Blood Viscosity And Red Blood Cell Adhesion: Potential Biomarkers For Targeted And Curative Therapies In Sickle Cell Disease, Erdem Kucukal, Yuncheng Man, Ailis Hill, Shichen Liu, Allison Bode, Ran An, Jaikrishnan Kadambi, Jane A. Little, Umut A. Gurkan Jul 2020

Whole Blood Viscosity And Red Blood Cell Adhesion: Potential Biomarkers For Targeted And Curative Therapies In Sickle Cell Disease, Erdem Kucukal, Yuncheng Man, Ailis Hill, Shichen Liu, Allison Bode, Ran An, Jaikrishnan Kadambi, Jane A. Little, Umut A. Gurkan

Faculty Scholarship

Sickle cell disease (SCD) is a recessive genetic blood disorder exhibiting abnormal blood rheology. Polymerization of sickle hemoglobin, due to a point mutation in the β-globin gene of hemoglobin, results in aberrantly adhesive and stiff red blood cells (RBCs). Hemolysis, abnormal RBC adhesion, and abnormal blood rheology together impair endothelial health in people with SCD, which leads to cumulative systemic complications. Here, we describe a microfluidic assay combined with a micro particle image velocimetry technique for the integrated in vitro assessment of whole blood viscosity (WBV) and RBC adhesion. We examined WBV and RBC adhesion to laminin (LN) in microscale …


Second Harmonic Generation Imaging Of Collagen In Chronically Implantable Electrodes In Brain Tissue, Andrew J. Shoffstall, Jeffrey R. Capadona Jul 2020

Second Harmonic Generation Imaging Of Collagen In Chronically Implantable Electrodes In Brain Tissue, Andrew J. Shoffstall, Jeffrey R. Capadona

Faculty Scholarship

Advances in neural engineering have brought about a number of implantable devices for improved brain stimulation and recording. Unfortunately, many of these micro-implants have not been adopted due to issues of signal loss, deterioration, and host response to the device. While glial scar characterization is critical to better understand the mechanisms that affect device functionality or tissue viability, analysis is frequently hindered by immunohistochemical tissue processing methods that result in device shattering and tissue tearing artifacts. Devices are commonly removed prior to sectioning, which can itself disturb the quality of the study. In this methods implementation study, we use the …


Fatca, The U.S. Congressional Black Caucus, And The Oecd Blacklist, Steven Dean Jul 2020

Fatca, The U.S. Congressional Black Caucus, And The Oecd Blacklist, Steven Dean

Faculty Scholarship

It may no longer be fashionable to refer to the United States as a melting pot, but it remains an incredibly heterogenous country. Both in terms of the race of those born there and the national origin of its immigrants, the United States has long enjoyed the benefits and burdens that come with diversity.1 Its diversity can make even a seemingly simple story complicated, producing unexpected twists and surprise endings. This article tells a tale in which diversity helped change the face of international tax policy.

The United States has long wielded great power in international taxation. From the …


Artificial Financial Intelligence, William Magnuson Jul 2020

Artificial Financial Intelligence, William Magnuson

Faculty Scholarship

Recent advances in the field of artificial intelligence have revived long-standing debates about what happens when robots become smarter than humans. Will they destroy us? Will they put us all out of work? Will they lead to a world of techno-savvy haves and techno-ignorant have-nots? These debates have found particular resonance in finance, where computers already play a dominant role. High-frequency traders, quant hedge funds, and robo-advisors all represent, to a greater or lesser degree, real-world instantiations of the impact that artificial intelligence is having on the field. This Article will argue that the primary danger of artificial intelligence in …


Repealing The Statute Of Wizarding Secrecy In Legal Education, Mark Burge Jul 2020

Repealing The Statute Of Wizarding Secrecy In Legal Education, Mark Burge

Faculty Scholarship

In the fictional Harry Potter universe, J.K. Rowling has fashioned a parallel world based on our own, but with the fundamental difference of a separate magical society grafted onto it. In Rowling’s fictional version, the magical population lives among the non-magical Muggle population, but we Muggles are largely unaware of them. This secrecy is by elaborate design and was brought about by centuries-long hostility toward wizards by the non-magical majority. But what if secrecy is precisely the wrong approach? What if widespread wizard-Muggle collaboration were precisely the thing needed to address the enormous and pressing problems of the day?

The …


Machine-Generated Evidence, G. Alexander Nunn Jul 2020

Machine-Generated Evidence, G. Alexander Nunn

Faculty Scholarship

Person-based evidence is no longer the monolith it once was. With technological advancement has come the rise of so-called "machine-generated evidence." Unlike traditional forms of evidence, the reliability of machine-generated evidence primarily depends not on any person’s actions—neither the quality of their perceptions nor their ability to carry out tasks—but instead on the standardized processes and mechanisms internal to the machine that produced it. As technological advancement continues apace, and new, innovative forms of machine-generated evidence reach the courtroom, judges and lawyers will be required to respond in two important ways.

First must come awareness of the unique nature of …


Genome Editing 2020: Ethics And Human Rights In Germline Editing In Humans And Gene Drives In Mosquitoes, George J. Annas Jul 2020

Genome Editing 2020: Ethics And Human Rights In Germline Editing In Humans And Gene Drives In Mosquitoes, George J. Annas

Faculty Scholarship

The moon landing, now more than a half century in the past, has turned out to be the culmination of human space travel, rather than its beginning. Genetic engineering, especially applications of CRISPR, now presents the most publicly discussed engineering challenges—and not just technical, but ethical as well. In this article, I will use the two most controversial genomic engineering applications to help identify the ethics and human rights implications of these research projects. Each of these techniques directly modifies the mechanisms of evolution, threatens to alter our views of ourselves as humans and our planet as our home, and …


Toward Establishing A Pre-Extinction Definition Of "Nationwide Injunctions", Portia Pedro Jul 2020

Toward Establishing A Pre-Extinction Definition Of "Nationwide Injunctions", Portia Pedro

Faculty Scholarship

Some define “nationwide injunctions” as injunctions with: (1) no geographic limitations and (2) benefits to people beyond named plaintiffs or plaintiff classes. In this Article, I pose several questions central to figuring out what these so-called “nationwide injunctions” are. I argue that continuing to debate about injunctions in isolation from any developed, conceptual framework leads to potentially misguided arguments. The balance of criticisms regarding the targeted injunctions involve issues that are structural, jurisprudential, prudential, and formalist in ways that would curtail “nationwide injunctions” to protect Article II actors, to the relative detriment of those injured by Article II actors. There …


Rationing Crisis: Bogus Standards Of Care Unmasked By Covid-19, George J. Annas Jul 2020

Rationing Crisis: Bogus Standards Of Care Unmasked By Covid-19, George J. Annas

Faculty Scholarship

After the spectacular failure to apply acceptable triage methods to evacuate patients from a flooded Memorial Hospital during Hurricane Katrina, preparedness planning was intensified (Fink Citation2013). Regarding physicians and hospitals, two approaches got the most attention: (1) diluting the legal “standard of care” for physicians and hospitals so they would be immune from lawsuit for negligent acts during a crisis (“crisis standards of care”); and (2) developing triage protocols for scarce resource allocation. Both can be considered crude works in process. Nonetheless, in the midst of the greatest national crisis since 9/11, I think it is time to declare …


Sticky Bits, Cree Jones, Weijia Rao Jul 2020

Sticky Bits, Cree Jones, Weijia Rao

Faculty Scholarship

One of the defining features of international investment law is its enforceability; almost all bilateral investment treaties (“BITs”) in a network of more than 3,200 agreements allow enforcement through investor-state arbitration. Thus, if a host country violates a treaty and harms a protected investment, the investor can bring a direct enforcement action against the host country through international arbitration. More than 800 enforcement actions have been initiated by investors, and more than seventy billion dollars have been awarded by arbitrators. The enforcement of international investment law has also given rise to a critique that arbitrators are expanding treaty protections through …


Trips And Its Contents, Peter K. Yu Jun 2020

Trips And Its Contents, Peter K. Yu

Faculty Scholarship

In 2006, I published TRIPS and Its Discontents in a symposium commemorating the tenth anniversary of the WTO TRIPS Agreement. At that time, developing countries were deeply discontent with the Agreement and the new and higher intellectual property standards that the WTO had imposed upon them. By contrast, when the TRIPS Agreement was about to celebrate its twenty-fifth anniversary in April 2019, the developing countries' trenchant critiques of the Agreement were mostly gone. Also disappearing were their usual accusations of neoimperialism.

What has happened? Have developing countries successfully adjusted, or become sensitized, to the high intellectual property standards in the …


From Salt In Solution To Solely Ions: Solvation Of Methyl Viologen In Deep Eutectic Solvents And Ionic Liquids, Jeffrey M. Klein, Henry Squire, William Dean, Burcu E. Gurkan Jun 2020

From Salt In Solution To Solely Ions: Solvation Of Methyl Viologen In Deep Eutectic Solvents And Ionic Liquids, Jeffrey M. Klein, Henry Squire, William Dean, Burcu E. Gurkan

Faculty Scholarship

Solvation and transport properties of methly viologen dichloride (MVCl2) in 1:2, 1:4, and 1:6 molar mixtures of choline chloride (ChCl) and ethylene glycol (EG), including the deep eutectic solvent (DES) ethaline (1:2 mixture), were studied through the application of the hole theory to measured physical properties, cyclic voltammetry, and Raman spectroscopy. The ChCl:EG mixtures were compared to the ionic liquid (IL) 1-methyl-1-propylpyrrolidinium bis(trifluoromethylsulfonyl) imide ([PYR13][TFSI]) and choline bis(trifluoromethylsulfonyl)imide (ChTFSI) EG mixtures with the same molar ratios in order to understand the impact of the anion and hydrogen bond donor on solvation. Exchanging the chloride anion with TFSI is found to …


Feasibility Of Tempo-Functionalized Imidazolium, Ammonium And Pyridinium Salts As Redox-Active Carriers In Ethaline Deep Eutectic Solvent For Energy Storage, Brian Chen, Nicholas Sinclair, Jesse Wainright, Burcu E. Gurkan Jun 2020

Feasibility Of Tempo-Functionalized Imidazolium, Ammonium And Pyridinium Salts As Redox-Active Carriers In Ethaline Deep Eutectic Solvent For Energy Storage, Brian Chen, Nicholas Sinclair, Jesse Wainright, Burcu E. Gurkan

Faculty Scholarship

The discovery of electrolytes that have low vapor pressures and high solubility towards redox active species with an ability to undergo multiple electron transfer reactions is a challenge to realize in large-scale energy storage. Herein, we investigate the feasibility of (2,2,6,6-tetramethylpiperidin-1-yl)oxyl (TEMPO) derived halide salts as redox active species in ethaline (1 : 2 ethylene glycol : choline chloride), a deep eutectic solvent (DES). Hydrogen bonding and electrostatic interactions achieved by the functionalization of TEMPO are shown to improve solubility in ethaline. This is the first study evaluating the physical properties and electrochemical behavior of the newly synthesized TEMPO-salts in …


The Law Professor Pipeline, Milan Markovic Jun 2020

The Law Professor Pipeline, Milan Markovic

Faculty Scholarship

Throughout U.S. legal education’s history, a small number of elite law schools have produced the vast majority of law professors. Although law professor hiring is now more inclusive in certain respects, the law school an aspiring professor attended continues to serve as a powerful predictor of hiring market success. Some scholars have maintained that this preference for graduates of elite law schools infects legal education with class bias and distorts legal pedagogy, but the absence of reliable data on socioeconomic diversity within law schools has muted these criticisms.

This Essay reorients the debate on law school hiring by focusing on …


Hydrogen Gas Sensing Using Aluminum Doped Zno Metasurfaces, Sharmistha Chatterjee, Adam Fisher, Arwa Fraiwan, Umut A. Gurkan, Giuseppe Strangi Jun 2020

Hydrogen Gas Sensing Using Aluminum Doped Zno Metasurfaces, Sharmistha Chatterjee, Adam Fisher, Arwa Fraiwan, Umut A. Gurkan, Giuseppe Strangi

Faculty Scholarship

Hydrogen (H2) sensing is crucial in a wide variety of areas, such as industrial, environmental, energy and biomedical applications. However, engineering a practical, reliable, fast, sensitive and cost-effective hydrogen sensor is a persistent challenge. Here we demonstrate hydrogen sensing using aluminum-doped zinc oxide (AZO) metasurfaces based on optical read-out. The proposed sensing system consists of highly ordered AZO nanotubes (hollow pillars) standing on a SiO2 layer deposited on a Si wafer. Upon exposure to hydrogen gas, the AZO nanotube system shows a wavelength shift in the minimum reflectance by ∼13 nm within 10 minutes for a hydrogen concentration of 4%. …


A Lysine-Modified Polyethersulfone (Pes) Membrane For The Recovery Of Lanthanides, Ming Yu, Julie N. Renner, Christine E. Duval Jun 2020

A Lysine-Modified Polyethersulfone (Pes) Membrane For The Recovery Of Lanthanides, Ming Yu, Julie N. Renner, Christine E. Duval

Faculty Scholarship

Rare-earth elements (which include all lanthanides, scandium, and yttrium) play a key role in many fields including oil refining, metallurgy, electronics manufacturing, and other high-technology applications. Although the available lanthanide resources are enough for current levels of manufacturing, increased future demand for lanthanides will require new, efficient recovery methods to provide a sustainable supply. Membrane adsorbers are promising separation materials to recover lanthanides from high volumes of wastewater due to their tailorable surface chemistry, high binding capacity and high throughput. In this work, membrane adsorbers were synthesized by first using ultraviolet-initiated free radical polymerization to graft a poly(glycidyl methacrylate) (p-GMA) …


Mechanically Adaptive Implants Fabricated With Poly(2-Hydroxyethyl Methacrylate)-Based Negative Photoresists, Allison E. Hess-Dunning, Paul Gloth, Jeffrey R. Capadona, Jeffrey R. Capadona Jun 2020

Mechanically Adaptive Implants Fabricated With Poly(2-Hydroxyethyl Methacrylate)-Based Negative Photoresists, Allison E. Hess-Dunning, Paul Gloth, Jeffrey R. Capadona, Jeffrey R. Capadona

Faculty Scholarship

Neural implants that are based on mechanically adaptive polymers (MAPs) and soften upon insertion into the body have previously been demonstrated to elicit a reduced chronic tissue response than more rigid devices fabricated from silicon or metals, but their processability has been limited. Here we report a negative photoresist approach towards physiologically responsive MAPs. We exploited this framework to create cross-linked terpolymers of 2-hydroxyethyl methacrylate, 2-hydroxyethyl acrylate and 2-ethylhexyl methacrylate by photolithographic processes. Our systematic investigation of this platform afforded an optimized composition that exhibits a storage modulus E′ of 1.8 GPa in the dry state. Upon exposure to simulated …


Copper Electrodeposition From Deep Eutectic Solvents —Voltammetric Studies Providing Insights Into The Role Of Substrate: Platinum Vs Glassy Carbon, Rohan Akolkar Jun 2020

Copper Electrodeposition From Deep Eutectic Solvents —Voltammetric Studies Providing Insights Into The Role Of Substrate: Platinum Vs Glassy Carbon, Rohan Akolkar

Faculty Scholarship

We report on the effect of the substrate on electrochemical deposition of Cu from deep eutectic solvent ethaline. We investigated the polarization behavior during electrodeposition of Cu on Pt and glassy carbon (GC) from both Cu2+ and Cu+ containing ethaline using cyclic voltammetry (CV). Formation of bulk Cu deposits on both substrates underwent nucleation and growth processes; however, the nucleation was considerably sluggish on GC compared to Pt. While experiments in Cu+ solutions indicated that coalescence of Cu islands on Pt is a slow process and that its surface may not be fully covered by Cu, such determination of Cu …


Editorial: Bridging The Gap In Neuroelectronic Interfaces, Jeffrey R. Capadona Jun 2020

Editorial: Bridging The Gap In Neuroelectronic Interfaces, Jeffrey R. Capadona

Faculty Scholarship

No abstract provided.


Securitizing Digital Debts, Christopher K. Odinet Jun 2020

Securitizing Digital Debts, Christopher K. Odinet

Faculty Scholarship

The promise of financial technology (“fintech”) and artificial intelligence (“AI”) in broadening access to financial products and services continues to capture the imagination of policymakers, Wall Street, and the public. This has been particularly true in the realm of fintech credit where platform companies increasingly provide online loans to consumers, students, and small businesses by harnessing AI underwriting and alternative data. In 2019 alone fintech lenders represented nearly 50% of total non-credit card, unsecured consumer loan balances in the United States. One of the most prevalent ways fintech credit firms operate is by securitizing the online loans they help originate. …


Liquid Structure And Transport Properties Of The Deep Eutectic Solvent Ethaline, Henry Squire, Burcu E. Gurkan May 2020

Liquid Structure And Transport Properties Of The Deep Eutectic Solvent Ethaline, Henry Squire, Burcu E. Gurkan

Faculty Scholarship

A range of techniques including physical property measurements, neutron scattering experiments, ab initio molecular dynamics, and classical molecular dynamics simulations are used to probe the structural, thermodynamic, and transport properties of a deep eutectic solvent comprised of a 1:2 molar ratio of choline chloride and ethylene glycol. This mixture, known as Ethaline, has many desirable properties for use in a range of applications, and therefore, understanding its liquid structure and transport properties is of interest. Simulation results are able to capture experimental densities, diffusivities, viscosities, and structure factors extremely well. The solvation environment is dynamic and dominated by different hydrogen …


Resveratrol Delivery From Implanted Cyclodextrin Polymers Provides Sustained Antioxidant Effect On Implanted Neural Probes, Rebecca M. Haley, Jeffrey R. Capadona, Horst A. Von Recum, Evon S. Ereifej May 2020

Resveratrol Delivery From Implanted Cyclodextrin Polymers Provides Sustained Antioxidant Effect On Implanted Neural Probes, Rebecca M. Haley, Jeffrey R. Capadona, Horst A. Von Recum, Evon S. Ereifej

Faculty Scholarship

Intracortical microelectrodes are valuable tools used to study and treat neurological diseases. Due in large part to the oxidative stress and inflammatory response occurring after electrode implantation, the signal quality of these electrodes decreases over time. To alleviate this response, resveratrol, a natural antioxidant which elicits neuroprotective effects through reduction of oxidative stress, was utilized. This work compares traditional systemic delivery of resveratrol to the novel cyclodextrin polymer (pCD) local delivery approach presented herein, both in vitro and in vivo. The pCD displayed an extended resveratrol release for 100 days, as well as 60 days of free radical scavenging activity …


Evaluating And Developing A Reliable Reference Electrode For Choline Chloride Based Deep Eutectic Solvents, Xiaochen Shen, Jesse Wainright, Rohan Akolkar, Robert F. Savinell May 2020

Evaluating And Developing A Reliable Reference Electrode For Choline Chloride Based Deep Eutectic Solvents, Xiaochen Shen, Jesse Wainright, Rohan Akolkar, Robert F. Savinell

Faculty Scholarship

The Ag/AgCl reference electrode is commonly used in choline chloride based deep eutectic solvents. However, we found it undergoes significant potential shifts in electrochemical tests which previous reports largely ignored. In this work, we studied the degradation mechanism leading to its instability. Results show that due to the high Cl− concentration in ethaline, the AgCl film easily dissolves and forms AgCl2 − species causing a potential shift. Therefore, we suggest a [Fe(CN)6]3−/[Fe(CN)6]4− reference electrode based on the reversibility and low diffusivity of [Fe(CN)6]3−/[Fe(CN)6]4− redox couple in ethaline, which was demonstrated to be reliable and stable over weeks of operation.


The Normative Molecule: Patent Rights And Dna, Saurabh Vishnubhakat May 2020

The Normative Molecule: Patent Rights And Dna, Saurabh Vishnubhakat

Faculty Scholarship

Throughout the biotechnology age, fears about the distortionary effects of property and other legal institutions upon the health and self-determination of individuals and societies have accompanied more popularly sensational fears about unscrupulous choices within the scientific community itself. Still, for most of that time the prevailing legal regime both in the United States and in Europe remained generally permissive of ownership of, and exclusionary power over, the fruits of much biomedical research, though this leniency took different forms and came about in different ways. In particular, the policy of the United States Patent and Trademark Office to grant patents on …


Management Of Patients With Cerebellar Ataxia During The Covid-19 Pandemic, Aasef G. Shaikh May 2020

Management Of Patients With Cerebellar Ataxia During The Covid-19 Pandemic, Aasef G. Shaikh

Faculty Scholarship

The current worldwide severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) pandemic that causes coronavirus disease 2019 (COVID-19) has brought some medical systems to the brink of collapse. This crisis is also negatively impacting the care of patients with non-COVID-19 conditions, including those with cerebellar ataxia (CA). Older patients with CA and those with immune-mediated ataxias on immunosuppressive medication are potentially at high risk of developing serious complications of the infection, although it is also possible that immunosuppressive agents may provide a defense against cytokine storm. This has implications for even greater attention to preventing contracting the disease through physical distancing …


Toward Standardization Of Electrophysiology And Computational Tissue Strain In Rodent Intracortical Microelectrode Models, John K. Hermann, Hillary W. Bedell, Keying Chen, Seth M. Meade, Cara S. Smith, Jacob M. Rayyan, He Feng, Youjoung Kim, Matthew A. Schiefer, Dawn M. Taylor, Jeffrey R. Capadona May 2020

Toward Standardization Of Electrophysiology And Computational Tissue Strain In Rodent Intracortical Microelectrode Models, John K. Hermann, Hillary W. Bedell, Keying Chen, Seth M. Meade, Cara S. Smith, Jacob M. Rayyan, He Feng, Youjoung Kim, Matthew A. Schiefer, Dawn M. Taylor, Jeffrey R. Capadona

Faculty Scholarship

Progress has been made in the field of neural interfacing using both mouse and rat models, yet standardization of these models’ interchangeability has yet to be established. The mouse model allows for transgenic, optogenetic, and advanced imaging modalities which can be used to examine the biological impact and failure mechanisms associated with the neural implant itself. The ability to directly compare electrophysiological data between mouse and rat models is crucial for the development and assessment of neural interfaces. The most obvious difference in the two rodent models is size, which raises concern for the role of device-induced tissue strain. Strain …


Multiple Local Synaptic Modifications At Specific Sensorimotor Connections After Learning Are Associated With Behavioral Adaptations That Are Components Of A Global Response Change, Hillel J. Chiel May 2020

Multiple Local Synaptic Modifications At Specific Sensorimotor Connections After Learning Are Associated With Behavioral Adaptations That Are Components Of A Global Response Change, Hillel J. Chiel

Faculty Scholarship

Learning causes local changes in synaptic connectivity and coordinated, global changes affecting many aspects of behavior. How do local synaptic changes produce global behavioral changes? In the hermaphroditic mollusc Aplysia, after learning that food is inedible, memory is expressed as bias to reject a food, and to reduce responses to that food. We now show that memory is also expressed as an increased bias to reject even a non-food object. The increased bias to rejection is partially explained by changes in synaptic connections from primary mechano-afferents to five follower neurons with well-defined roles in producing different feeding behaviors. Previously, these …


How Big Data And Artificial Intelligence Can Help Better Manage The Covid-19 Pandemic, Giovanni Damiani May 2020

How Big Data And Artificial Intelligence Can Help Better Manage The Covid-19 Pandemic, Giovanni Damiani

Faculty Scholarship

SARS-CoV2 is a novel coronavirus, responsible for the COVID-19 pandemic declared by the World Health Organization. Thanks to the latest advancements in the field of molecular and computational techniques and information and communication technologies (ICTs), artificial intelligence (AI) and Big Data can help in handling the huge, unprecedented amount of data derived from public health surveillance, real-time epidemic outbreaks monitoring, trend now-casting/forecasting, regular situation briefing and updating from governmental institutions and organisms, and health facility utilization information. The present review is aimed at overviewing the potential applications of AI and Big Data in the global effort to manage the pandemic. …


Privacy's Constitutional Moment And The Limits Of Data Protection, Woodrow Hartzog, Neil M. Richards May 2020

Privacy's Constitutional Moment And The Limits Of Data Protection, Woodrow Hartzog, Neil M. Richards

Faculty Scholarship

America’s privacy bill has come due. Since the dawn of the Internet, Congress has repeatedly failed to build a robust identity for American privacy law. But now both California and the European Union have forced Congress’s hand by passing the California Consumer Privacy Act (CCPA) and the General Data Protection Regulation (GDPR). These data protection frameworks, structured around principles for Fair Information Processing called the “FIPs,” have industry and privacy advocates alike clamoring for a “U.S. GDPR.” States seemed poised to blanket the country with FIP-based laws if Congress fails to act. The United States is thus in the midst …


Information Technology And Firm Employment, James Bessen May 2020

Information Technology And Firm Employment, James Bessen

Faculty Scholarship

Do firms displace labor with new information technologies such as “artificial intelligence”? It is challenging to distinguish the effects of technology adoption from unobserved productivity and demand shocks. We take a first look at the economic impacts of large custom software investment —“IT spikes”—using a novel methodology to obtain consistent estimates. Following these events, firm employment increases by about 7% and revenues by about 11%. Rather than displace labor, IT spikes increase revenues and markups, implying decreased labor share of output. Moreover, growth is greater for firms that use AI, IT-producing firms, newer firms, and those in the trade, service, …