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Author:Edwards, Zach 

Working Paper
Artificial Intelligence, Productivity, and the Workforce: Evidence from Corporate Executives

We use novel data from a survey of nearly 750 corporate executives to study the effects of artificial intelligence (AI) on productivity and the workforce. We document substantial heterogeneity in AI adoption across firms, with more than half having already invested, though many smaller firms are only beginning to do so. Labor productivity gains are positive, vary across sectors, and are expected to strengthen in 2026, with the largest effects concentrated in high-skill services and finance. These gains are not primarily driven by firms' capital deepening but instead reflect increases in ...
FRB Atlanta Working Paper , Paper 2026-04

Briefing
Predicting PCE Using the Richmond Fed Price Measure

The Richmond Fed survey measure of price changes comes out a month earlier than the PCE measure of inflation. Because the Richmond Fed price measure is known earlier, we can use the contemporaneous measure to provide an estimate of inflation.An empirical model with contemporaneous and past inflation changes — as measured by the Richmond Fed's price survey — notably reduces the out-of-sample forecast error obtained from a benchmark random walk model of inflation.Using the Richmond Fed price survey data prior to the release of September PCE, we forecast September PCE inflation to move from ...
Richmond Fed Economic Brief , Volume 25 , Issue 44

Briefing
Tariffs: Estimating the Economic Impact of the 2025 Measures and Proposals

Tariffs are taxes imposed by a government on imported goods, typically calculated as a percentage of the import's value (known as an ad valorem tax). Governments use tariffs for various purposes, such as raising revenue, protecting domestic industries from foreign competition and influencing international trade patterns. By increasing the cost of imported products, tariffs encourage consumers to shift toward domestically produced goods, thus supporting local businesses and potentially stimulating domestic economic activity.However, the overall impact of tariffs depends critically on how much ...
Richmond Fed Economic Brief , Volume 25 , Issue 12

Briefing
Tariffs Update: Potential Effects of the April 2 Announcements

Our previous article presented a benchmark measure of the average effective tariff rate (AETR) based on detailed trade data for 2024. The analysis quantified the fiscal and trade effects of newly proposed tariffs through a series of counterfactual scenarios. These included tariffs on aluminum and steel, renewed duties on Chinese imports, and new levies on products from Canada, Mexico and the European Union (EU). The study showed that the AETR could rise significantly, moving up from a benchmark of 2.3 percent to as high as 15.0 percent under proposed policies.In this article, we build on this ...
Richmond Fed Economic Brief , Volume 25 , Issue 13

Briefing
Tariff Update: Incorporating the April 9 Announcements

This article updates our previous analysis covering the potential effects of announced tariffs by the U.S. As the analysis is quite similar to our previous analysis, much of the text of the article is drawn from the previous article.In our April 2 article examining recent tariff announcements, we constructed a benchmark measure of the average effective tariff rate (AETR) based on detailed trade data for 2024. The analysis quantified the fiscal and trade effects of newly proposed tariffs through a series of counterfactual scenarios. These included tariffs on aluminum and steel, renewed duties ...
Richmond Fed Economic Brief , Volume 25 , Issue 15

Discussion Paper
The Impact of Tariffs on Our Region's Firms

Given recent changes in U.S. tariff policy, we asked Fifth District firms how they expected to be affected by tariff policy in March. At the time, 80 percent of respondent businesses expected to be impacted. In our May surveys, we checked in with firms and found that 72 percent of respondents made business changes in response to tariffs on imports. Firms reported taking a variety of actions. Of the firms that reported making adjustments, most have or plan to increase prices, 47 percent have canceled or delayed capital expenditures, and 41 percent have adjusted hiring plans.
Regional Matters

Discussion Paper
Tariff Cost Pass-through Among Fifth District Firms

With tariffs top of mind for many firms in the Fifth District, the Richmond Fed's August business surveys sought to understand how firms have reacted to changing trade policy. As we saw in our March surveys and May surveys, firms continued to report heightened uncertainty around tariff policy. For some, this uncertainty has led to concerns about earnings and the effects on customers. One commercial laundry machine manufacturer stated, "We cannot predict cost for products, which means we have no idea as we sign contracts if we will be able to build the equipment and cover costs or make ...
Regional Matters

Discussion Paper
Are Recession Fears Replacing Supply Chain Challenges? Evidence from Fifth District Business Surveys

The last year and a half have been fraught with persistent supply chain challenges, the highest rate of inflation since the 1980s, and record levels of job openings and quits. As such, it is not surprising that in the Richmond Fed's May monthly business surveys, the top three concerns across all Fifth District firms surveyed were inflation, supply chain disruptions, and availability of labor. This was corroborated by national data collected as part of the second quarter release of the Richmond Fed's CFO Survey.
Regional Matters

Discussion Paper
Are Capital Expenditures Getting Too Expensive?

Capital expenditure (CapEx) is business spending used to acquire, improve, and maintain physical assets, such as buildings and machinery. These projects often require extensive planning because once in motion, they tend to be expensive, drawn out, and costly to stop. As such, a firm's willingness to undertake capital expenditures can be indicative of its future economic outlook. For example, a retail business may be less likely to invest in opening a new storefront if it's pessimistic about future demand for its product. In our monthly Fifth District surveys, we regularly ask firms if they ...
Regional Matters

Discussion Paper
The Fifth District Labor Market: Normalization or the Beginning of a Slowdown?

The U.S. labor market continues to surprise economists and forecasters with its resilience. In 2023, employers have added more than 300,000 jobs per month on average, and that's after adding around 500,000 jobs per month on average throughout 2021 and 2022. The unemployment rate is persistently low, and the job postings rate remains extremely high. There are, however, some signs of slowing. In addition to job postings falling from its peak, the pace of job and wage growth has slowed.Reports from employers in the Fifth Federal Reserve District have been similarly strong, but with signs of ...
Regional Matters

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