How has policy affected employment in small businesses in the US?

unemployment america

(Credit: Unsplash)

This article is brought to you thanks to the collaboration of The European Sting with the World Economic Forum. Author: Ahu Yildirmaz, Head, ADP Research Institute; Labour Economist, Automatic Data Processing (ADP)
    • The US government allocated $700 billion for the Paycheck Protection Programme (PPP) aimed at small businesses.
  • Employment ended up around 2% higher in firms that were eligible for (and likely accessed) the PPP.
  • Small businesses are essential to the labour market and overall economic recovery.
When COVID-19 swept across the world, it caused a sudden and shocking impact on economic activity. The impact was different for every country and government. The speed and magnitude of job losses were greater than any recession we have experienced in modern history. In the United States alone, employment fell a staggering 22% in the first month of the pandemic. The US federal government responded swiftly with its largest fiscal stimulus package ever, one that was necessary to stem the economic freefall.
As an economist studying the effects of the pandemic, what fascinated me were the size of the downturn, how quickly the government intervened, and the size of the stimulus package.
The US government passed the Coronavirus Aid, Relief, and Economic Security (CARES) Act, a $2 trillion stimulus package, at the end of March 2020. That’s just two months after the first case of COVID-19 was reported in the United States and just weeks after the World Health Organization declared the outbreak a pandemic. The amount of the package is larger than fiscal recoveries enacted during the Great Depression and Great Recession. And we may not be finished. Congress is still discussing how to extend the CARES Act to continue relief efforts.
Of the $2 trillion, $700 billion was allocated for the Paycheck Protection Programme (PPP) aimed at small businesses. A forgivable loan programme enacted to aid in maintaining employment and wages, the PPP has suffered some criticism. For instance, observers argue that ambiguity surrounding forgiveness rules has impeded loan take-up. Others point to an influx of loans in areas that were not the hardest hit by the financial crisis.
But there is evidence that the PPP has been effective in sustaining employment at small firms. As someone who works with real data, I had the opportunity to participate in an early assessment of the PPP’s outcome.
First, to understand the PPP, we look at its criteria. Businesses had to meet the Small Business Administration’s size standard for small firms, which is 500 or fewer employees in most industries. In the Accommodation and Food Services Industry, the 500-employee threshold applies to each establishment rather than the firm. Therefore, all businesses in this particularly hard-hit sector were eligible. The PPP also included sole proprietors, independent contractors and those who are self-employed.
The potential payoff for businesses is substantial. The maximum loan benefit is up to 10 weeks of payroll costs and up to $10 million. To calculate payroll costs, businesses can consider wages and salary up to $100,000 annually per employee, benefit costs, and state and local taxes. To determine employment and wage levels prior to the pandemic, businesses had the choice to calculate average employment (including both full-time and part-time) over the previous 12 months or over the 2019 calendar year.
In our recently published working paper on “An Evaluation of the Paycheck Protection Program Using Administrative Payroll Microdata,” we used anonymous, linked employer-employee panel data to provide a preliminary assessment of the PPP’s effect on employment at small firms. Specifically, from February 2nd through the first week of June, we looked at firms on either side of the PPP’s size eligibility threshold (for most firms) of 500 employees.
The analysis used administrative data from ADP, one of the world’s largest payroll processing firms, to assess the true impact of the PPP on employment. The figure below shows employment for firms with 251-500 employees and 501-750 employees. Their employment levels are indexed to a firm’s average level of employment in February.
At the beginning of the pandemic crisis, both firm size classes showed employment declines of about 14%. Once the PPP is in effect, these two size classes show different courses. The results indicate that employment stabilized more quickly and ended up around 2% higher in firms that likely would have been eligible for the PPP. In other words, the PPP programme raised the level of employment for these firms on average around 2%. These results are based on comparing eligible firms to ineligible firms, regardless of take up.
Employment by firm size for industries with PPP eligibility.
Image: Autor et al “An Evaluation of the Paycheck Protection Program Using Administrative Payroll Microdata”
It is clear from the results that the PPP had an impact on employment at eligible firms. The preliminary findings suggest US employment increased by approximately 1.4 to 3.2 million jobs between February and the first week of June. Our aggregate employment estimates imply that each job supported by the PPP through the end of May cost between $135,000 and $365,000. While the costs seem significant, the full value of the programme is yet to be determined.
coronavirus, health, COVID19, pandemic

What is the World Economic Forum doing to manage emerging risks from COVID-19?

The first global pandemic in more than 100 years, COVID-19 has spread throughout the world at an unprecedented speed. At the time of writing, 4.5 million cases have been confirmed and more than 300,000 people have died due to the virus.
As countries seek to recover, some of the more long-term economic, business, environmental, societal and technological challenges and opportunities are just beginning to become visible.
To help all stakeholders – communities, governments, businesses and individuals understand the emerging risks and follow-on effects generated by the impact of the coronavirus pandemic, the World Economic Forum, in collaboration with Marsh and McLennan and Zurich Insurance Group, has launched its COVID-19 Risks Outlook: A Preliminary Mapping and its Implications – a companion for decision-makers, building on the Forum’s annual Global Risks Report.
Companies are invited to join the Forum’s work to help manage the identified emerging risks of COVID-19 across industries to shape a better future. Read the full COVID-19 Risks Outlook: A Preliminary Mapping and its Implications report here, and our impact story with further information.
Our next step in the research process is to verify these findings by matching the administrative data on eligible firms with the database of companies that received loans. Using ADP payroll data, we can further analyze the effects of the PPP on the employment levels of small businesses to determine its true impact.
While the full influence of these policy interventions remains to be seen, the focus on small businesses signals the importance of this sector to the labour market and overall economic recovery. Preliminary data demonstrates the fiscal stimulus was critical and timely. It is important to examine the effectiveness of these programmes to better inform future policy interventions. In fact, the US Congress is currently debating continuation of the stimulus programme. This may be a novel moment in economic history, but there is much to learn.

Discover more from The European Sting - Critical News & Insights on European Politics, Economy, Foreign Affairs, Business & Technology - europeansting.com

Subscribe to get the latest posts sent to your email.

Interesting reads

©UNIFIL/Tilak Pokharel UNIFIL personnel distribute food kits to displaced families in Saida, Lebanon.

Lebanon–Israel tensions escalate as Gaza sees major aid delivery

This article is published in association with United Nations. Peacekeepers in Lebanon have reported a marked deterioration in the security situation along the Blue Line of separation, with Israeli forces intensifying their military footprint in violation of a landmark Security Council resolution, UN Spokesperson Stéphane Dujarric said on Thursday. Meanwhile, in Gaza, humanitarian teams collected hundreds […]
This article is brought to you in association with the European Commission.

World News in Brief: US-Iran war intensifies, aid for Myanmar, casualties in Ukraine

This article is published in association with United Nations. Fighting between the United States and Iran has sharply escalated after a month-long lull, with the two sides exchanging strikes as fears grow over further civilian casualties. The US military struck rocket launchers on an island in the Strait of Hormuz over the weekend, days after US […]
© WFP/Hugh Rutherford A family eat lunch in the Bedouin community of Umm Al Khair, West Bank.

Food aid cutback in the occupied West Bank as health fears grow in Gaza

This article is published in association with United Nations. Lack of funding has forced the World Food Programme (WFP) to slash aid to families in the West Bank by half even though needs have more than doubled over the past two years. “We’re running out of funding, and that means that from today, some 200,000 people […]
© UNICEF/Laxmi Prasad Ngakhusi Mud covers Nuwakot district in central-northern Nepal following devastating flash floods.

Nepal flooding deaths surpass 900 as needs climb

This article is published in association with United Nations. The confirmed death toll from Nepal’s catastrophic floods has surged to 903, with more than 4,200 still missing as rescue crews and humanitarian workers battle blocked highways to reach the hardest-hit areas, UN Spokesperson Stéphane Dujarric said on Monday. Key points Triggered by a glacier collapse and […]
© WFP/Mohamad Al Hinnawi Brothers sitting outside their family’s tent in Gaza.

Four children killed as separate attacks in Gaza destroy aid supplies

This article is published in association with United Nations. Israeli attacks killed four children and destroyed humanitarian aid supplies in what turned out to be a deadly week in war-ravaged Gaza, the UN emergency relief agency, OCHA, said on Friday. Key points According to UNICEF, the four children – aged two to 16 – were reportedly […]
© UNICEF Buildings are submerged in mud following flash floods in Rasuwa district in central-northern Nepal.

Deadly floods cause widespread destruction in China, Nepal

This article is published in association with United Nations. Severe flooding in China and Nepal caused widespread destruction and mounting death tolls, UN agencies reported on Wednesday as aid efforts deployed to help provide emergency assistance. UN agencies and humanitarian partners are already providing support to local authorities, said UN Spokesperson Stéphane Dujarric. “The Secretary-General is […]
This article is published in association with European Investment Bank.

As wars spread, the global food system unravels

This article is published in association with United Nations. A family with four children abandoned its farm in Somalia after armed groups arrived and demanded payments for the right to continue cultivating the land. They walked roughly 100 kilometers to a displacement camp. One of the children died along the way. Carl Skau, the acting head […]
This article is published in association with United Nations.

Gaza: Children still at risk despite drop in acute hunger

This article is published in association with United Nations. Among tent cities pitched on the rubble of destroyed homes in Gaza, children are, by one measure, finally getting enough to eat. By another, however, many of them may never fully recover, according to a new study by the UN Children’s Fund (UNICEF) released on Monday. Key points Hunger […]
UN Photo/Elma Okic Secretary-General of the International Telecommunication Union (ITU) Doreen Bogdan-Martin speaks at the AI for Good Global Summit in Geneva. (file)

AI for Good: How the UN uses AI to advance human rights

This article is published in association with United Nations. For Ari, a six-year-old boy with learning difficulties in Jamaica, artificial intelligence (AI) opened the door to something many children take for granted: reading a book in his own language. Thousands of miles away, gold miners in Ethiopia are being screened more quickly for tuberculosis, while communities around […]
This article was exclusively written for The European Sting by Ms. Imane El Maimouni, a 22-year-old fifth-year Moroccan medical student at the Faculty of Medicine and Pharmacy of Casablanca. She is affiliated with the International Federation of Medical Students Associations (IFMSA), cordial partner of The Sting. The opinions expressed in this piece belong strictly to the writer and do not necessarily reflect IFMSA’s view on the topic, nor The European Sting’s one.

Who heals the healers?

This article was exclusively written for The European Sting by Ms. Levina Kulembeka, a Medical Doctor from Tanzania passionate about global health. She is affiliated with the International Federation of Medical Students Associations (IFMSA), cordial partner of The Sting. The opinions expressed in this piece belong strictly to the writer and do not necessarily reflect IFMSA’s view on […]
© WFP/Mohamad Al Hinnawi Brothers sitting outside their family’s tent in Gaza.

Middle East: 94 per cent need shelter in Gaza, Israel ramps up demolitions in Lebanon

This article is published in association with United Nations. Ninety-four cent of Gaza’s 2.1 million residents need shelter as Israeli gunfire and strikes continue inside the enclave, UN agencies and peacekeepers warned on Thursday. Key points More than four out of five families currently face critical or catastrophic living conditions, which lack fuel, energy and essential […]
© IOM/Lisa George Flooding in Sudan has displaced 20,000 people since June (file).

Sudan war: 200,000 newly displaced as fighting and floods intensify

This article is published in association with United Nations. Intensifying fighting in Sudan has displaced at least another 200,000 people since late 2025, while destructive seasonal floods are compounding the massive humanitarian emergency there, the UN International Organization for Migration (IOM) said on Wednesday. In an alert, the agency also warned that relief access has been […]
© UNRWA/Kazem Abu-Khalaf A girl looks out the window of her home in the Jenin refugee camp in the West Bank, where she and other family members were trapped during an Israeli military operation.

Raising alarm over new illegal Israeli outposts, UN condemns attacks, incitement against Palestinians

This article is published in association with United Nations. Reports of new illegal Israeli outposts in the occupied West Bank raised alarms at UN Headquarters on Wednesday while the UN rights office called on Israel to condemn its national security minister’s words that incite “violence amounting to atrocity crimes” against Palestinians. Key points “The Secretary-General is […]
© IOM/Lisa George Flooding in Sudan has displaced 20,000 people since June (file).

Sudan war: 200,000 newly displaced as fighting and floods intensify

This article is published in association with United Nations. Intensifying fighting in Sudan has displaced at least another 200,000 people since late 2025, while destructive seasonal floods are compounding the massive humanitarian emergency there, the UN International Organization for Migration (IOM) said on Wednesday. In an alert, the agency also warned that relief access has been disrupted further […]
This article is published in association with United Nations.

Gaza: Only three per cent of cropland available to grow food

Amid ongoing deadly hostilities in Gaza, the enclave’s farmers face the increasingly difficult challenge of finding safe land to grow their crops. Satellite images published on Tuesday in news analysis from the UN Food and Agriculture Organization (FAO) and UNOSAT, the UN Satellite Centre, indicate that just three per cent (448 hectares) of the shattered enclave’s […]
© UNOCHA/Themba Linden A UN team inspects an unexploded bomb lying on a main road in Khan Younis, Gaza.

Qusra siege eases as UN reaches trapped families, but crisis deepens in Gaza

This article is published in association with United Nations. Humanitarian workers have reached Palestinian families who had been trapped for days by Israeli settlers in Qusra village in the northern West Bank, the UN said on Monday, as officials warned that the standoff must not become “the new normal.” UN teams on the ground reached the […]
© UNFPA Palestine A woman and two children walk near the city of Jenin in the West Bank.

900 obstacles and counting: West Bank families trapped as aid access shrinks

This article is published in association with United Nations. Humanitarians continue to provide life-saving assistance to people across the Occupied Palestinian Territory despite facing obstacles such as checkpoints, instability and access restrictions, the United Nations said on Friday.  In the West Bank, aid partners warn that their work “is being delayed and limited by a network […]
© UNICEF/Eyad El Baba A nine-year-old girl outside her damaged home in Nuseirat camp in central Gaza.

Gaza: Destruction of buildings rises by nearly 10 per cent since ceasefire

This article is published in association with United Nations. New satellite assessments show the destruction of buildings in Gaza has climbed by nearly 10 per cent since October’s faltering ceasefire between Hamas and Israeli forces aim to end the two-year war, which reduced cities to rubble and displaced more than one million people, UN agencies said […]
© SOS Méditerranée/Anthony Jean A team completed a rescue mission, saving 98 people from a dangerous journey in the central Mediterranean region in 2020. (file)

Migrant deaths climb sharply in 2026, new UN data shows

This article is published in association with United Nations. Severe weather, war, economic pressure and shifting policies reshaped migration journeys across multiple regions in the first four months of 2026, driving a surge in deaths, according to new data released on Wednesday by the International Organization for Migration (IOM). The agency’s newest route-based data shows a […]

Why don't you drop your comment here?

Go back up

Discover more from The European Sting - Critical News & Insights on European Politics, Economy, Foreign Affairs, Business & Technology - europeansting.com

Subscribe now to keep reading and get access to the full archive.

Continue reading

Discover more from The European Sting - Critical News & Insights on European Politics, Economy, Foreign Affairs, Business & Technology - europeansting.com

Subscribe now to keep reading and get access to the full archive.

Continue reading

The European Sting – Critical News & Insights on European Politics, Economy, Foreign Affairs, Business & Technology – europeansting.com