Diagnosing the strengths and ills of AI in healthcare

Diagnosing the strengths and ills of AI in healthcare

Diagnosing the strengths and ills of AI in healthcare
AI systems, when properly trained and validated, can significantly reduce errors in medical diagnosis. (Shutterstock)
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One of the main advantages of artificial intelligence-supported diagnostics is the exceptional speed and accuracy it offers. AI systems can analyze vast amounts of medical data, including patient records, images and lab results, at a pace far exceeding human capabilities.

Speed can be crucial in emergencies, enabling faster decision-making and potentially life-saving interventions. Additionally, AI has proven its accuracy in diagnosing diseases, from common conditions to rare disorders, detecting anomalies that humans might miss.

Diagnostic errors are a persistent concern in healthcare. AI systems, when properly trained and validated, can significantly reduce these errors, as the elements of fatigue or cognitive bias do not exist in this equation, enhancing the overall quality of medical decisions.

By integrating patient information with extensive medical databases and clinical guidelines, AI can help identify potential issues and ensure no aspect is overlooked. This leads to more reliable diagnostics and treatment plans.

AI-supported diagnostics also facilitate the transition to personalized medicine. They can analyze a patient’s genetic makeup, lifestyle, and medical history to create personalized treatment plans.

This personalization ensures patients receive the most effective treatments with fewer side effects. It also improves medication management and dosage. 

AI has been applied in the fields of radiology and medical imaging, including X-rays, MRIs, and CT scans. Radiologists can benefit from AI assistance in detecting abnormalities, even in complex cases.

It is important to emphasize that AI is not intended to replace healthcare professionals. Instead, it should be viewed as a supportive tool. AI assists doctors and radiologists by providing data-driven insights, enabling them to make more informed decisions.

Saudi Arabia is investing heavily in AI-assisted diagnostics technology. Its “Eyenai” project is a collaborative effort involving the Saudi Data and AI Authority, King Khaled Eye Specialist Hospital, Lean Business Services, and the Saudi Company for Artificial Intelligence.

Developed by Saudi engineers and AI specialists, the project represents a pioneering solution in the field of ocular healthcare, using AI to accurately identify diabetic retinopathy. It relies on advanced analytics and smart algorithms to streamline and accelerate screening processes, overcoming challenges such as limited resources, examination time, and high costs.

Dr. Adi Al-Owaifeer, an ophthalmology consultant and head of the administrative committee for the Eyenai project, said that the initiative embodies the spirit of innovation and collaboration in Saudi Arabia’s healthcare system.

He also highlighted the importance of developing this solution to facilitate screening processes, increase accuracy, and treat as many individuals as possible.

The healthcare industry must work collaboratively with AI developers, regulators and policymakers to overcome these hurdles and pave the way for a more efficient, patient-centric system.

Abeer Alamrani

Microsoft recently introduced a suite of AI tools designed to help healthcare organizations access and enhance learning from data. In addition, Google has announced the development of an AI-powered tool to make it easier for professionals to search for health information.

Although AI can improve patient outcomes, increase efficiency, and reduce costs, integrating it into healthcare is not without its challenges.

First, AI systems require access to a vast number of patient records, raising concerns about privacy and security. Healthcare institutions must therefore implement robust measures to protect patient information from data breaches and cyberattacks.

Second, AI relies on high-quality, organized data for training and decision-making purposes. However, healthcare data can be unstructured, fragmented, or inconsistent, making it difficult for AI algorithms to derive meaningful insights.

Third, AI algorithms can inherit biases present in training data, which may lead to inaccurate decisions. Developing methods to identify and mitigate bias remains an ongoing challenge in AI ethics.

Fourth, obtaining regulatory approvals for AI-based medical devices and solutions can be a lengthy and complex process. Balancing innovation with regulatory compliance is a major challenge that healthcare companies must address.

Fifth, AI applications raise ethical questions, particularly regarding patient privacy, consent and transparency. Patients must be informed about how their data will be used and should have the right to opt out, and ethical guidelines should be developed.

Sixth, gaining the trust of healthcare professionals and patients is a significant challenge. AI systems must undergo strict clinical validation to prove their safety and efficacy, which can be a long and resource-intensive process.

Seventh, AI in healthcare requires substantial investments in technology, training and staffing. Healthcare providers must allocate resources for AI adoption and ongoing maintenance.

In conclusion, AI has the potential to bring about transformative changes to healthcare. However, addressing these challenges is essential to fully harness its benefits while ensuring patient safety, data security and ethical use.

The healthcare industry must work collaboratively with AI developers, regulators and policymakers to overcome these hurdles and pave the way for a more efficient, patient-centric system.

Abeer Alamrani is a machine learning, data analysis, and AI implementation consultant who helps organizations leverage AI to optimize operations, enhance decision-making, and achieve business goals.
 

Disclaimer: Views expressed by writers in this section are their own and do not necessarily reflect Arab News' point of view

Famine looming in Myanmar’s Rakhine state: UN

Famine looming in Myanmar’s Rakhine state: UN
Updated 1 min 41 sec ago
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Famine looming in Myanmar’s Rakhine state: UN

Famine looming in Myanmar’s Rakhine state: UN
  • Rakhine’s economy has stopped functioning and some 2 million people are at risk of starvation, said a new report from the UN Development Programme

UNITED NATIONS: Myanmar’s conflict-torn Rakhine state is heading toward famine, the United Nations warned on Thursday, as the country’s civil war squeezes commerce and agricultural production.
“Rakhine’s economy has stopped functioning,” a new report from the UN Development Programme said, projecting “famine conditions by mid-2025” if current levels of food insecurity are left unaddressed.
Some two million people are at risk of starvation, it said.
Amid the fighting roiling the country, international and domestic trade routes leading into the already impoverished state have been closed, leaving the entrance of aid and goods severely restricted.
In addition to intense fighting, people in Rakhine are facing “absence of incomes, hyperinflation (and) significantly reduced domestic food production,” the UNDP report warned.

Graphic on internally displaced persons in Myanmar, including those in Rakhine province, according to data collected by UNHCR. (AFP)

Myanmar has been racked by conflict between the military and various armed groups opposed to its rule since the ruling junta ousted Aung San Suu Kyi’s elected government in February 2021.
Clashes have rocked western Rakhine since the Arakan Army (AA) attacked security forces in November 2023, ending a ceasefire that had largely held since the junta’s 2021 coup.
With the farming economy in crisis, the UNDP predicted local food production would only cover 20 percent of the state’s needs by March or April.
Internal rice production is “plummeting,” it said, due to “a lack of seeds, fertilizers (and) severe weather conditions.”
Some 97,000 tons of rice are set to be cultivated in Rakhine this year, compared to 282,000 tons last year, according to the UNDP.
A “steep rise” in internally displaced people, meanwhile, means many fields are unable to be worked.
According to UN figures, Rakhine state recorded more than 500,000 displaced people in August, compared to just under 200,000 in October 2023.
Facing particular risk are populations including members of the long-persecuted Rohingya Muslim minority and displaced people.
 


How Google aims to bridge the AI skills gap in Saudi Arabia and the wider region

How Google aims to bridge the AI skills gap in Saudi Arabia and the wider region
Updated 24 min 42 sec ago
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How Google aims to bridge the AI skills gap in Saudi Arabia and the wider region

How Google aims to bridge the AI skills gap in Saudi Arabia and the wider region
  • Backed by local partners, Google will boost AI upskilling for women, youth, migrants, and rural communities
  • The AI Opportunity Initiative aims to equip half a million people across the MENA region with AI skills

DUBAI: As artificial intelligence rapidly reshapes industries, job roles and skill requirements, the Middle East and North Africa region is actively embracing advanced technologies and collaborating with tech giants to bridge the skills gap in an evolving labor market.

One such collaboration is with Google’s newly launched AI Opportunity Initiative, which offers training and education opportunities to make AI technologies more accessible and inclusive across the region.

By collaborating with local organizations, the AI Opportunity Initiative seeks to “train half a million people in the next two years,” Anthony Nakache, managing director of Google MENA, told an audience at the recent AI Connect MENA event at Dubai’s Etihad Museum.

To achieve this, Google “will give a grant of $15 million to fund local organizations,” Nakache said.

Najeeb Jarrar, regional director of marketing at Google MENA, told Arab News: “We are very excited about this AI Opportunity Initiative, especially since we are seeing the Saudi community is fully embracing AI both on the consumer side and on the developer and resource side.

“This is an initiative that we have launched globally and we now are bringing to the region. One of the aims of this initiative is how we are leveling the playing field for AI and AI education and skilling across the entire region,” he added, noting that students will learn to use AI more productively, including skills such as prompt engineering.

To bridge the digital divide in the labor market, Google’s AI Opportunity Initiative aims to upskill underserved workers in AI by offering tailored training materials in Arabic, in partnership with the non-profit Manarat, online course provider Coursera, and other organizations.

Google’s largest AI project in the region, the AI Opportunity Initiative will focus on four key areas: AI skills development, research, products, and infrastructure.

DID YOUKNOW?

• The new AI Opportunity Initiative is Google’s largest AI project in the region.

• It aims to equip 500,000 people in the MENA region with AI skills within two years.

• Google is granting $15 million to local organizations between 2024 and 2027.

• The Saudi government is reportedly creating a $40 billion fund to invest in AI.

“We also worked with local NGOs and local players in the market to ensure that we are also reaching out to different partners,” Jarrar said.

Google.org, Google’s philanthropic arm, has announced plans to contribute $15 million between this year and the end of 2027, providing funding to organizations across the region to ensure accessibility to AI opportunities.

The AI Opportunity Initiative also aims to equip 500,000 people in the MENA region with AI skills in the first two years. This includes students, academics, developers, entrepreneurs and underrepresented groups.

Speaking about the issue of accessibility, Jarrar said: “We wanted to ensure first that this local initiative does not feel like an initiative that is hard to get for the average user.”

Google’s largest AI project in the region, the AI Opportunity Initiative will focus on AI skills development, research, products, and infrastructure. (Supplied)

He pointed out that both language and local partners, such as Injaz and Raspberry Pi Foundation, play a major role in improving accessibility.

“The content is all in Arabic, we have local examples that we are actually able to showcase,” he said. “We are partnering with local partners that know the market and the community very well and are able to reach more people that are beyond what we can initially reach to.”

The AI Opportunity Initiative enables Google to expand the Maharat min Google program, which targets high school and university students, by introducing a new AI curriculum in Arabic.

As part of its mission to support underserved communities, Google.org is funding Village Capital, a non-profit that supports entrepreneurs tackling environmental, social and economic challenges.

Village Capital will equip business support organizations to offer AI upskilling opportunities to underserved workers. 

The program targets women, youth, migrants and rural communities across Saudi Arabia, the UAE, Qatar, Jordan, Palestine, Egypt, Tunisia, Morocco, Lebanon, Bahrain and Iraq. 

The Raspberry Pi Foundation will use grant funding from Google.org to train teachers in AI literacy, equipping students aged 11-14 in the region with AI safety skills to better understand and navigate the challenges of AI technologies.

Opinion

This section contains relevant reference points, placed in (Opinion field)

Speaking at the Google AI Connect Event, Ruth Porat, president and chief investment officer for Alphabet and Google, said: “AI is estimated to contribute $320 billion in economic growth for the Middle East by 2030.

“Google is working to ensure that people and communities throughout the region have the skills needed to capture the upside of this emerging technology.” 

She added: “Our local non-profit and university partners will help bring this program to people and communities throughout the region, ensuring that everyone can benefit from the opportunities that AI can deliver.”

 Ruth Porat, president and chief investment officer for Alphabet and Google, speaking at the Google AI Connect event. (Photo courtesy of Google)

Since 2005, Google has invested more than $400 million in academic research globally.

The tech giant also announced during its Dubai event the launch of new Arabic AI products, including Gemini Live in Arabic, Gemini for Teens, Imagen3, and Gems on Gemini in Arabic. 

“For the previous year, we have worked hard with partners, with experts globally and from the region, to understand what are the constraints that we need to implement to make this product safer for teens, teens aged 13 to 18,” Jarrar said.

“We worked tirelessly to make sure we have the right guardrails to ensure that we had the right controls and the proper Q and A and testing, and today we are happy to say that Gemini for Teens is available for users and teens here in the region.”

These efforts are expected to support Saudi Arabia’s ambition to become an AI leader, ensuring its population stays aligned with the latest developments in the labor market.

A September report by the Saudi Authority for Data and Artificial Intelligence showed that 75 percent of the Saudi population is familiar with the concept of AI, and 64 percent are aware of its applications.
 

 


Biden to attend South America summits, in Trump’s shadow

Biden to attend South America summits, in Trump’s shadow
Updated 08 November 2024
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Biden to attend South America summits, in Trump’s shadow

Biden to attend South America summits, in Trump’s shadow

WASHINGTON: US President Joe Biden will attend two key summits and visit the Amazon rainforest in South America this month, the White House said Thursday, in a trip totally overshadowed by Donald Trump’s election win.
Biden’s swansong at the G20 summit in Rio De Janeiro, Brazil and the APEC meeting in Lima, Peru will come as world leaders are more focused on how to deal with Trump’s stunning comeback.
“He is planning to attend both conferences,” White House Press Secretary Karine Jean-Pierre told a briefing.
The return of Trump’s “America First” agenda to the global stage threatens to upend Biden’s embrace of international alliances on issues ranging from Ukraine and the Middle East to climate change and trade.
Jean-Pierre said in a statement that Biden will travel to Lima from November 14-16 for the Asia-Pacific Economic Cooperation (APEC) regional forum.
Last year he met Chinese President Xi Jinping on the sidelines of the APEC summit in California, although there is no word on whether a similar meeting is possible this time.
Biden will then make what the White House said was the first visit by a sitting US president to Manaus in Brazil’s Amazon rainforest to meet indigenous leaders and others working to “protect this critical ecosystem.”
Finally, Biden will attend his last G20 group of nations summit in Rio on November 18 and 19, where the subjects will include climate change, it said.
Biden has spent his four years in office trying to reshape US leadership on the world stage, after the disruption of Trump’s first term as he criticized US allies and courted dictators like North Korea’s Kim Jong Un.
Uncertainty now reigns about what Trump 2.0 will mean for the world.
Trump’s plans for huge tariffs could trigger a trade war with China and badly affect Canada, Mexico, Europe and other trading partners.
Trump is also mooting talks with Russia’s President Vladimir Putin, amid speculation that he will try to push through a peace deal with Ukraine.
Putin has said he will not attend this G20 because it would “wreck” the conference.


Donald Trump has sweeping plans for a second administration. Here’s what he’s proposed

Donald Trump has sweeping plans for a second administration. Here’s what he’s proposed
Updated 08 November 2024
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Donald Trump has sweeping plans for a second administration. Here’s what he’s proposed

Donald Trump has sweeping plans for a second administration. Here’s what he’s proposed
  • Trump’s agenda also would scale back federal government efforts on civil rights and expand presidential powers
  • Altogether, his approach would not just crack down on illegal migration, but curtail immigration overall

WASHINGTON: Donald Trump has promised sweeping action in a second administration.
The former president and now president-elect often skipped over details but through more than a year of policy pronouncements and written statements outlined a wide-ranging agenda that blends traditional conservative approaches to taxes, regulation and cultural issues with a more populist bent on trade and a shift in America’s international role.
Trump’s agenda also would scale back federal government efforts on civil rights and expand presidential powers.
A look at what Trump has proposed:
Immigration
“Build the wall!” from his 2016 campaign has become creating “the largest mass deportation program in history.” Trump has called for using the National Guard and empowering domestic police forces in the effort. Still, Trump has been scant on details of what the program would look like and how he would ensure that it targeted only people in the US illegally. He’s pitched “ideological screening” for would-be entrants, ending birth-right citizenship (which almost certainly would require a constitutional change), and said he’d reinstitute first-term policies such as “Remain in Mexico,” limiting migrants on public health grounds and severely limiting or banning entrants from certain majority-Muslim nations. Altogether, the approach would not just crack down on illegal migration, but curtail immigration overall.
Abortion
Trump played down abortion as a second-term priority, even as he took credit for the Supreme Court ending a woman’s federal right to terminate a pregnancy and returning abortion regulation to state governments. At Trump’s insistence, the GOP platform, for the first time in decades, did not call for a national ban on abortion. Trump maintains that overturning Roe v. Wade is enough on the federal level. Trump said last month on his social media platform Truth Social that he would veto a federal abortion ban if legislation reached his desk — a statement he made only after avoiding a firm position in his September debate against Democratic nominee Kamala Harris.
But it’s unclear if his administration would aggressively defend against legal challenges seeking to restrict access to abortion pills, including mifepristone, as the Biden administration has. Anti-abortion advocates continue to wage legal battles over the Food and Drug Administration’s approval of the drug as well as the agency’s relaxed prescribing restrictions. Trump is also unlikely to enforce Biden’s guidance that hospitals must provide abortions for women who are in medical emergencies, even in states with bans.
Taxes
Trump’s tax policies broadly tilt toward corporations and wealthier Americans. That’s mostly due to his promise to extend his 2017 tax overhaul, with a few notable changes that include lowering the corporate income tax rate to 15 percent from the current 21 percent. That also involves rolling back Democratic President Joe Biden’s income tax hikes on the wealthiest Americans and scrapping Inflation Reduction Act levies that finance energy measures intended to combat climate change.
Those policies notwithstanding, Trump has put more emphasis on new proposals aimed at working- and middle class Americans: exempting earned tips, Social Security wages and overtime wages from income taxes. It’s noteworthy, however, that his proposal on tips, depending on how Congress might write it, could give a back-door tax break to top wage earners by allowing them to reclassify some of their pay as tip income — a prospect that at its most extreme could see hedge-fund managers or top-flight attorneys taking advantage of a policy that Trump frames as being designed for restaurant servers, bartenders and other service workers.
Tariffs and trade
Trump’s posture on international trade is to distrust world markets as harmful to American interests. He proposes tariffs of 10 percent to 20 percent on foreign goods — and in some speeches has mentioned even higher percentages. He promises to reinstitute an August 2020 executive order requiring that the federal government buy “essential” medications only from US companies. He pledges to block purchases of “any vital infrastructure” in the US by Chinese buyers.
DEI, LGBTQ and civil rights
Trump has called for rolling back societal emphasis on diversity and for legal protections for LGBTQ citizens. Trump has called for ending diversity, equity and inclusion programs in government institutions, using federal funding as leverage.
On transgender rights, Trump promises generally to end “boys in girls’ sports,” a practice he insists, without evidence, is widespread. But his policies go well beyond standard applause lines from his rally speeches. Among other ideas, Trump would roll back the Biden administration’s policy of extending Title IX civil rights protections to transgender students, and he would ask Congress to require that only two genders can be recognized at birth.
Regulation, federal bureaucracy and presidential power
The president-elect seeks to reduce the role of federal bureaucrats and regulations across economic sectors. Trump frames all regulatory cuts as an economic magic wand. He pledges precipitous drops in US households’ utility bills by removing obstacles to fossil fuel production, including opening all federal lands for exploration — even though US energy production is already at record highs. Trump promises to unleash housing construction by cutting regulations — though most construction rules come from state and local government. He also says he would end “frivolous litigation from the environmental extremists.”
The approach would in many ways strengthen executive branch influence. That power would come more directly from the White House.
He would make it easier to fire federal workers by classifying thousands of them as being outside civil service protections. That could weaken the government’s power to enforce statutes and rules by reducing the number of employees engaging in the work and, potentially, impose a chilling effect on those who remain.
Trump also claims that presidents have exclusive power to control federal spending even after Congress has appropriated money. Trump argues that lawmakers’ budget actions “set a ceiling” on spending but not a floor — meaning the president’s constitutional duty to “faithfully execute the laws” includes discretion on whether to spend the money. This interpretation could set up a court battle with Congress.
As a candidate, he also suggested that the Federal Reserve, an independent entity that sets interest rates, should be subject to more presidential power. Though he has not offered details, any such move would represent a momentous change to how the US economic and monetary systems work.
Education
The federal Department of Education would be targeted for elimination in a second Trump administration. That does not mean that Trump wants Washington out of classrooms. He still proposes, among other maneuvers, using federal funding as leverage to pressure K-12 school systems to abolish tenure and adopt merit pay for teachers and to scrap diversity programs at all levels of education. He calls for pulling federal funding “for any school or program pushing Critical Race Theory, gender ideology, or other inappropriate racial, sexual, or political content on our children.”
In higher education, Trump proposes taking over accreditation processes for colleges, a move he describes as his “secret weapon” against the “Marxist Maniacs and lunatics” he says control higher education. Trump takes aim at higher education endowments, saying he will collect “billions and billions of dollars” from schools via “taxing, fining and suing excessively large private university endowments” at schools that do not comply with his edicts. That almost certainly would end up in protracted legal fights.
As in other policy areas, Trump isn’t actually proposing limiting federal power in higher education but strengthening it. He calls for redirecting the confiscated endowment money into an online “American Academy” offering college credentials to all Americans without a tuition charges. “It will be strictly non-political, and there will be no wokeness or jihadism allowed— none of that’s going to be allowed,” Trump said on Nov. 1, 2023.
Social Security, Medicare and Medicaid
Trump insists he would protect Social Security and Medicare, popular programs geared toward older Americans and among the biggest pieces of the federal spending pie each year. There are questions about how his proposal not to tax tip and overtime wages might affect Social Security and Medicare. If such plans eventually involved only income taxes, the entitlement programs would not be affected. But exempting those wages from payroll taxes would reduce the funding stream for Social Security and Medicare outlays. Trump has talked little about Medicaid during this campaign, but his first administration reshaped the program by allowing states to introduce work requirements for recipients.
Affordable Care Act and Health Care
As he has since 2015, Trump calls for repealing the Affordable Care Act and its subsidized health insurance marketplaces. But he still has not proposed a replacement: In a September debate, he insisted he had the “concepts of a plan.” In the latter stages of the campaign, Trump played up his alliance with former presidential candidate Robert F. Kennedy Jr., a longtime critic of vaccines and of pesticides used in US agriculture. Trump repeatedly told rally crowds that he would put Kennedy in charge of “making America healthy again.”
Climate and energy
Trump, who claims falsely that climate change is a “hoax,” blasts Biden-era spending on cleaner energy designed to reduce US reliance on fossil fuels. He proposes an energy policy – and transportation infrastructure spending – anchored to fossil fuels: roads, bridges and combustion-engine vehicles. “Drill, baby, drill!” was a regular chant at Trump rallies. Trump says he does not oppose electric vehicles but promises to end all Biden incentives to encourage EV market development. Trump also pledges to roll back Biden-era fuel efficiency standards.
Workers’ rights
Trump and Vice President-elect JD Vance framed their ticket as favoring America’s workers. But Trump could make it harder for workers to unionize. In discussing auto workers, Trump focused almost exclusively on Biden’s push toward electric vehicles. When he mentioned unions, it was often to lump “the union bosses and CEOs” together as complicit in “this disastrous electric car scheme.” In an Oct. 23, 2023, statement, Trump said of United Auto Workers, “I’m telling you, you shouldn’t pay those dues.”
National defense and America’s role in the world
Trump’s rhetoric and policy approach in world affairs is more isolationist diplomatically, non-interventionist militarily and protectionist economically than the US has been since World War II. But the details are more complicated. He pledges expansion of the military, promises to protect Pentagon spending from austerity efforts and proposes a new missile defense shield — an old idea from the Reagan era during the Cold War. Trump insists he can end Russia’s war in Ukraine and the Israel-Hamas war, without explaining how. Trump summarizes his approach through another Reagan phrase: “peace through strength.” But he remains critical of NATO and top US military brass. “I don’t consider them leaders,” Trump said of Pentagon officials that Americans “see on television.” He repeatedly praised authoritarians like Hungary’s Viktor Orban and Russia’s Vladimir Putin.
 


President-elect Trump names Susie Wiles as chief of staff

President-elect Trump names Susie Wiles as chief of staff
Updated 08 November 2024
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President-elect Trump names Susie Wiles as chief of staff

President-elect Trump names Susie Wiles as chief of staff

WASHINGTON: President-elect Donald Trump has named Susie Wiles, the manager of his victorious campaign, as his White House chief of staff.
Wiles is widely credited within and outside Trump’s inner circle for running what was, by far, his most disciplined and well-executed campaign. She largely avoided the spotlight, even refusing to take the mic to speak as Trump celebrated his victory early Wednesday morning.
“Susie is tough, smart, innovative, and is universally admired and respected. Susie will continue to work tirelessly to Make America Great Again,” Trump said in a statement. “It is a well deserved honor to have Susie as the first-ever female Chief of Staff in United States history. I have no doubt that she will make our country proud.”
Wiles is a longtime Florida-based Republican strategist who ran Trump’s campaign in the state in 2016 and 2020. Before that, she ran Rick Scott’s 2010 campaign for Florida governor and briefly served as the manager of former Utah Gov. Jon Huntsman’s 2012 presidential campaign.