Economic-Watching: Fourth District Beige Book

[from the Federal Reserve Bank of Cleveland, 3 September 2025]

Summary of Economic Activity

Fourth District contacts reported a slight increase in overall business activity in recent weeks and expected activity to rise modestly in the months ahead. Consumer spending was flat, with retailers noting continued affordability concerns among consumers. Manufacturers also reported flat demand for goods, citing trade policy uncertainty as the main driver. Demand for professional and business services grew moderately, albeit at a slower pace than in the past three reporting periods. Contacts generally reported flat employment levels and modest wage pressures. Nonlabor cost pressures remained robust, and selling prices continued to grow modestly.

Read the full report [archived PDF].

Economics-Watching: Why Businesses Say Tariffs Have a Delayed Effect on Inflation

[from the Federal Reserve Bank of Richmond, 8 August, 2025]

by R. Andrew BauerRenee Haltom and Matthew Martin

Regional Matters

Ever since new tariffs were enacted in early 2025, a key policy question has been what is the extent to which businesses will pass tariff costs through to prices, and when? The effects of a tariff are rarely straightforward, given, among other things, competitive dynamics and the challenges of implementation, but the historically large and changing nature of these tariffs have created additional levels of uncertainty over the effects.

In uncertain times, anecdotal evidence from businesses can be especially insightful. We are learning how businesses are reacting to tariffs through the Richmond Fed’s business surveys as well as through hundreds of one-on-one conversations with Fifth District businesses since the start of 2025.

These conversations showcase that navigating tariffs is a complex and sometimes protracted process for firms, particularly when there is uncertainty. Firms describe several reasons they may not have experienced the full impact of proposed tariffs yet (even when goods and countries they deal with are subject to them), as well as reasons that even when they have incurred tariff-related cost increases, there can be a delayed impact on pricing decisions.

Reasons Firms May Not Have Incurred Tariffs Yet

Business contacts describe several strategies or circumstances that can delay or reduce the tariffs on inputs or other imported items. These include the following:

As our monthly business surveys have found, many firms report deploying more than one strategy to delay tariffs. Notably, many of these delays are only temporary.

Reasons Tariffs May Have a Delayed Impact on Prices

Even when firms have incurred tariffs, they give several reasons why tariffs may not be immediately reflected in the prices they charge for their products. These include the following:

  • Waiting for tariff policy to clarify. Higher prices could reduce demand for goods and services and/or lead firms to lose market share, so many firms said they are hesitant to increase prices until they’re sure tariffs will remain in place. For example, a large national retailer said if tariffs are finalized at a sufficiently low level, they’ll absorb what they’ve incurred to date, but if high tariffs stick, they’ll have to raise prices. A steel fabricator for industrial equipment described being reluctant to raise prices on the 10 percent cost increases they’d seen thus far but would have to raise prices should the increases reach 12 to 13 percent. A grocery store chain was reluctant to raise prices and instead might reduce margins, which had recovered in recent years, to maintain their customer base. Some firms explicitly noted a strategy to both raise prices over time and pursue efficiency gains to cut costs and completely restore margins within a year or two.
  • Elasticity testing. Firms reported testing across goods whether consumers will accept price increases. A furniture manufacturer said he’s seen competitors pass along just 5 percentage points of the tariffs at a time so it isn’t such a huge shock to customers, though in that sector, “We all end in the same place which is the customer bearing most of it.” A national retailer said most firms are doing a version of stair-stepping tariffs through, e.g., raising prices a small amount once or twice to see if consumer demand holds, and if so, trying again two months later. This retailer said prices were going up very marginally in early summer, would increase more in July and August, and would be up by 3 to 5 percent by the end of Q4 and into 2026. Another national retailer said they would start testing the extent to which demand falls with price increases, e.g., when the first items that were subject to tariffs—in this case back to school items—hit shelves in late July.
  • Blind margin. Some firms reported attempting to pass through cost in less noticeable ways. While any price increase to consumers will be captured in measures of aggregate inflation, the fact that price increases may occur on non-tariffed goods might make it difficult to directly relate price increases to tariffs. An outdoor goods retailer said, “Unless it’s a branded item where everyone knows the price, if something goes for $18, it can also go for $19.” A national retailer plans to print new shelf labels with updated pricing, which will be less noticeable for consumers compared to multiple new price stickers layered on top. This takes time (akin to a textbook “menu cost” in economics), so it will not be reflected in prices until July and August. A grocery store said their goal was to increase average prices across the store but focus on less visible prices.
  • Selling out of preexisting inventory: Many firms noted they still have production inventory from before tariffs were announced, so they do not need to raise prices as long as they still sell these lower cost goods. A national retailer noted they have at least 25 weeks of inventory on hand for most imported products. A firm that produces grocery items said they will decide how much to raise prices as they get closer to selling tariff-affected products. Similarly, retailers order seasonal items quarters in advance. Many were receiving items for fall and winter when the new tariffs were going into effect in the spring. They paid the tariff then, but we won’t see the price increase until those items hit the shelves in the fall or winter. One retailer speculated that seasonal décor items will look the most like a one-time increase.
  • Pre-established prices. Many firms face infrequent pricing due to factors like annual contracts or pre-sales. For example, a dealer of farm equipment gets half its sales through incentivized pre-sales to lock in demand and smooth around crop cycles. They noted that while it would be difficult to retroactively ask those customers to pay for part of the tariff, they will pass tariffs directly through on spare parts. A steel fabricator for industrial equipment has a contract for steel through Q3, so they haven’t been impacted yet by price increases. However, they will face new costs once that contract expires.

In general, compared to small firms, large firms have more ability to negotiate with vendors, temporarily absorb costs, burn cash, wait for strategic opportunity, and test things out. This matters because large firms often lead pricing behavior among firms, so these strategic choices may influence the response of inflation to tariffs more generally. Even within firm size, one often hears that negotiations on price vary considerably by relationship and item.

Conclusion

A key question surrounding tariffs is whether any effects on inflation will resemble a short-lived price increase—as in the simplest textbook model of tariffs—or a more sustained increase to inflation that may warrant tighter Fed monetary policy. When asked in May what will determine the answer, Fed Chair Jerome Powell cited three factors [archived PDF]: 1) the size of the tariff effects; 2) how long it takes to work their way through to prices; and 3) whether inflation expectations remain anchored. The insights shared above suggest the process from proposed tariffs to the prices set by firms is far from instantaneous or clear-cut, particularly when tariff policy is changing.

Sensing from businesses suggests that the impact of tariffs on their price-setting [archived PDF] has been lagged, but it is starting to play out. Nonetheless, it remains highly uncertain how tariffs will impact consumer inflation. The discussion above makes clear that firms are nimble and innovative in the face of challenge, and they are concerned about losing customers in the current environment, particularly consumer-facing firms. We will continue to learn from our business contacts and share their insights.


Views expressed are those of the author(s) and do not necessarily reflect those of the Federal Reserve Bank of Richmond or the Federal Reserve System.

World-Watching: Minutes of the Monetary Policy Committee — Copom

272nd Meeting – July 29-30, 2025

[from the Central Bank of Brazil, 5 August, 2025]

  1. Update of the economic outlook and the Copom’s scenario1
    1. The global environment is more adverse and uncertain due to the economic policy and economic outlook in the United States, mainly regarding its trade and fiscal policies and their effects.
    2. Therefore, the behavior and the volatility of different asset classes have been impacted, altering global financial conditions. This scenario requires particular caution from emerging market economies amid heightened geopolitical tensions.
    3. Regarding the domestic scenario, the set of indicators on economic activity has shown some moderation in growth, as expected, but the labor market is still showing strength.
    4. In recent releases, headline inflation and measures of underlying inflation remained above the inflation target. Inflation expectations for 2025 and 2026 collected by the Focus survey remained above the inflation target and stand at 5.1% and 4.4%, respectively.
  2. Scenarios and risk analysis
    1. The inflation outlook remains challenging in several dimensions. Copom assessed the international scenario, economic activity, aggregate demand, inflation expectations, and current inflation. Copom then discussed inflation projections and expectations before deliberating on the current decision and future communication.
    2. The global environment is more adverse and uncertain. If, on the one hand, the approval of certain trade agreements, along with recent inflation and economic activity data from the U.S., could suggest a reduction in global uncertainty, on the other hand, the U.S. fiscal policy—and, particularly for Brazil, the U.S. trade policy—make the outlook more uncertain and adverse. The increase of trade tariffs by the U.S. to Brazil has significant sectoral impacts and still uncertain aggregate effects that depend on the unfolding of the next steps in the negotiations and the perception of risk inherent to this process. The Committee is closely monitoring the potential impacts on the real economy and financial assets. The prevailing assessment within the Committee is the increased global outlook uncertainty, and, therefore, Copom should maintain a cautious stance. As usual, the Committee will focus on the transmission mechanisms from the external environment to the domestic inflation dynamics and their impact on the outlook.
    3. The domestic economic activity outlook has indicated a certain moderation in growth, while also presenting mixed data across sectors and indicators.
    4. Overall, some moderation in growth is observed, supporting the scenario outlined by the Committee. This moderation, necessary for the widening of the output gap and the convergence of inflation to the target, is aligned with a contractionary monetary policy. Monthly sectoral surveys and more timely consumption data support a gradual slowdown in growth.
    5. At turning points in the economic cycle, it is natural to observe mixed signals from economic indicators—some leading, others lagging—as well as from comparisons between markets, such as the credit and labor markets.
    6. The credit market, which is more sensitive to financial conditions, has shown clearer moderation. A decline in non-earmarked credit granting and an increase in interest and delinquency rates have been observed. Moreover, regarding household credit, there has been an increase in the household debtservice ratio and a deepening of the negative credit flow—that is, households repaying more debt than taking on. It was emphasized during the discussion that some recent measures, such as private payroll-deducted loans, have had less impact than many market participants expected. Given the implementation agenda in this credit line, as well as the effects of introducing and removing taxes on other credit modalities, the Committee believes it should closely monitor upcoming credit data releases.
    7. In contrast to the credit market, the labor market remains dynamic. Both from the perspective of income—with real gains consistently above productivity—and employment—with a significant decrease in the unemployment rate to historically low levels—the labor market has greatly supported consumption and income.
    8. Thus, the Committee assesses that the signals from demand and economic activity so far suggest that the scenario is unfolding as expected and is consistent with the current monetary policy. The Committee reiterates that the aggregate demand slowdown is an essential element of supplydemand rebalancing in the economy and convergence of inflation to the target.
    9. Fiscal policy has a short-term impact, mainly through stimulating aggregate demand, and a more structural dimension, which has the potential to affect perceptions of debt sustainability and influence the term premium in the yield curve. A fiscal policy that acts counter-cyclically and contributes to reducing the risk premium favors the convergence of inflation to the target. Copom reinforced its view that the slowdown in structural reform efforts and fiscal discipline, the increase in earmarked credit, and uncertainties over the public debt stabilization have the potential to raise the economy’s neutral interest rate, with deleterious impacts on the power of monetary policy and, consequently, on the cost of disinflation in terms of activity. The Committee remained firmly convinced that policies must be predictable, credible, and countercyclical. In particular, the Committee’s discussion once again highlighted the need for harmonious fiscal and monetary policy.
    10. Inflation expectations, as measured by different instruments and obtained from various groups of agents, remained above the inflation target at all horizons, maintaining the adverse inflation outlook. For shorter-term horizons, following the release of the most recent data, there has been a decline in inflation expectations. For longer-term horizons, conversely, there has been no significant change in inflation expectations between Copom meetings, even though measures of breakeven inflation extracted from financial assets have declined. The Committee reaffirmed and renewed its commitment to re-anchoring expectations and to conducting a monetary policy that supports such a movement.
    11. De-anchored inflation expectations is a factor of discomfort shared by all Committee members and must be tamed. Copom highlighted that environments with de-anchored expectations increase the disinflation cost in terms of activity. The scenario of inflation convergence to the target becomes more challenging with de-anchored expectations for longer horizons. When discussing this topic, the main conclusion obtained and shared by all members of Copom was that, in an environment of de-anchored expectations—as currently is the case—greater monetary restriction is required for a longer period than would be otherwise appropriate.
    12. The inflation scenario has continued to show downside surprises in recent periods compared with analystsforecasts, but inflation has remained above the target Industrial goods inflation, which has already been showing weaker wholesale price pressures, continued to ease in the more recent period. Food prices also displayed slightly weaker-than-expected dynamics. Finally, services inflation, which has greater inertia, remains above the level required to meet the inflation target, in a context of a positive output gap. Beyond the changes in items, or even short-term oscillations, the core inflation measures have remained above the value consistent with the target achievement for months, corroborating the interpretation that inflation is pressured by demand and requires a contractionary monetary policy for a very prolonged period.
    13. Copom then addressed the projections. In the reference scenario, the interest rate path is extracted from the Focus survey, and the exchange rate starts at USD/BRL 5.552 and evolves according to the purchasing power parity (PPP). The Committee assumes that oil prices follow approximately the futures market curve for the following six months and then start increasing 2% per year onwards. Moreover, the energy tariff flag is assumed to be “green” in December of the years 2025 and 2026.
    14. In the reference scenario, four-quarter inflation projections for 2025 and for 2026 are 4.9% and 3.6%, respectively (Table 1). For the relevant horizon for monetary policy—2027 Q1—the inflation projection based on the reference scenario extracted from the Focus survey remained at 3.4%, above the inflation target.
    15. Regarding the balance of risks, it was assessed that the scenario of greater uncertainty continues to present higher-than-usual upside and downside inflation risks to the inflation outlook. Copom assessed that, among the upside risks for the inflation outlook and inflation expectations, it should be emphasized (i) a more prolonged period of de-anchoring of inflation expectations; (ii) a stronger-than-expected resilience of services inflation due to a more positive output gap; and (iii) a conjunction of internal and external economic policies with a stronger-than-expected inflationary impact, for example, through a persistently more depreciated currency. Among the downside risks, it should be noted (i) a greater-than-projected deceleration of domestic economic activity, impacting the inflation scenario; (ii) a steeper global slowdown stemming from the trade shock and the scenario of heightened uncertainty; and (iii) a reduction in commodity prices with disinflationary effects.
    16. Prospectively, the Committee will continue monitoring the pace of economic activity, which is a fundamental driver of inflation, particularly services inflation; the exchange rate pass-through to inflation, after a process of increased exchange rate volatility; and inflation expectations, which remain de-anchored and are drivers of future inflation behavior. It was emphasized that inflationary vectors remain adverse, such as the economic activity resilience and labor market pressures, de-anchored inflation expectations, and high inflation projections. This scenario prescribes a significantly contractionary monetary policy for a very prolonged period to ensure the convergence of inflation to the target.
  3. Discussion of the conduct of monetary policy
    1. Copom then discussed the conduct of monetary policy, considering the set of projections evaluated, as well as the balance of risks for prospective inflation.
    2. Following a swift and firm interest rate hike cycle, the Committee anticipates, as its monetary policy strategy, continuity of the interruption of the rate hiking cycle to observe the effects of the cycle already implemented. It was emphasized that, once the appropriate interest rate is determined, it should remain at a significantly contractionary level for a very prolonged period due to de-anchored expectations. The Committee emphasizes that it will remain vigilant, that future monetary policy steps can be adjusted and that it will not hesitate to proceed with the rate hiking cycle if appropriate.
  4. Monetary policy decision
    1. The Committee has been closely monitoring with particular attention the announcements regarding the imposition by the U.S. of trade tariffs on Brazil, reinforcing its cautious stance in a scenario of heightened uncertainty. Moreover, it continues to monitor how the developments on the fiscal side impact monetary policy and financial assets. The current scenario continues to be marked by de-anchored inflation expectations, high inflation projections, resilience on economic activity, and labor market pressures. Ensuring the convergence of inflation to the target in an environment with de-anchored expectations requires a significantly contractionary monetary policy for a very prolonged period.
    2. Copom decided to maintain the Selic rate at 15.00% p.a., and judges that this decision is consistent with the strategy for inflation convergence to a level around its target throughout the relevant horizon for monetary policy. Without compromising its fundamental objective of ensuring price stability, this decision also implies smoothing economic fluctuations and fostering full employment.
    3. The current scenario, marked by heightened uncertainty, requires a cautious stance in monetary policy. If the expected scenario materializes, the Committee foresees a continuation of the interruption of the rate hiking cycle to examine its yet-to-be-seen cumulative impacts, and then evaluate whether the current interest rate level, assuming it stable for a very prolonged period, will be enough to ensure the convergence of inflation to the target. The Committee emphasizes that it will remain vigilant, that future monetary policy steps can be adjusted and that it will not hesitate to resume the rate hiking cycle if appropriate.
    4. The following members of the Committee voted for this decision: Gabriel Muricca Galípolo (Governor), Ailton de Aquino Santos, Diogo Abry Guillen, Gilneu Francisco Astolfi Vivan, Izabela Moreira Correa, Nilton José Schneider David, Paulo Picchetti, Renato Dias de Brito Gomes, and Rodrigo Alves Teixeira.
Table 1

Inflation projections in the reference scenario
Year-over-year IPCA change (%)

Price Index202520262027 Q1
IPCA4.93.63.4
IPCA market prices5.13.53.3
IPCA administered prices4.44.03.9
Footnotes

1 Unless explicitly stated otherwise, this update considers changes since the June Copom meeting (271st meeting).

2 It corresponds to the rounded value of the average exchange rate observed over the ten working days ending on the last day of the week prior to the Copom meeting, according to the procedure adopted since the 258th meeting.

Meeting information
Date: July 29-30 2025
Place: BCB Headquarters’ meeting rooms on the 8th floor (7/29 and 7/30 on the morning) and 20th floor (7/30 on the afternoon) – Brasilia – DF – Brazil
Starting and ending times:
July 29: 10:07 AM – 11:37 AM; 2:17 PM – 5:51 PM
July 30: 10:10 AM – 11:13 AM; 2:37PM – 6:34 PM
In attendance:
Members of the Copom
Gabriel Muricca Galípolo – Governor
Ailton de Aquino Santos
Diogo Abry Guillen
Gilneu Francisco Astolfi Vivan
Izabela Moreira Correa
Nilton José Schneider David
Paulo Picchetti
Renato Dias de Brito Gomes
Rodrigo Alves Teixeira
Department Heads in charge of technical presentations (attending on July 29 and on the morning of July 30)
André de Oliveira AmanteOpen Market Operations Department
Euler Pereira Gonçalves de MelloResearch Department (also attending on the afternoon of 7/30)
Fábio Martins Trajano de ArrudaDepartment of Banking Operations and Payments System
Luís Guilherme Siciliano PontesInternational Reserves Department
Marcelo Antonio Thomaz de AragãoDepartment of International Affairs
Ricardo SabbadiniDepartment of Economics
Other participants (attending on July 29 and on the morning of July 30)
Alexandre de CarvalhoOffice of Economic Advisor
André Maurício Trindade da RochaHead of the Financial System Monitoring Department
Angelo Jose Mont Alverne DuarteHead of Office of the Deputy Governor for Licensing and Resolution (attending on the mornings of 7/29 and 7/30)
Arnaldo José Giongo GalvãoPress Office Advisor
Cristiano de Oliveira Lopes CozerGeneral Counsel
Edson Broxado de França TeixeiraHead of Office of the Deputy Governor for Supervision
Eduardo José Araújo LimaHead of Office of the Deputy Governor for Economic Policy
Fernando Alberto G. Sampaio C. RochaHead of the Department of Statistics
Isabela Ribeiro Damaso MaiaHead of the Sustainability and International Portfolio Investors Unit (attending on the mornings of 7/29 and 7/30)
Julio Cesar Costa PintoHead of Office of the Governor
Laura Soledad Cutruffo CompariniDeputy Head of the Department of Economics
Leonardo Martins NogueiraHead of Office of the Deputy Governor for Monetary Policy
Marcos Ribeiro de CastroDeputy Head of the Research Department
Mardilson Fernandes QueirozHead of the Financial System Regulation Department
Olavo Lins Romano PereiraDeputy Head of the Department of International Affairs
Renata Modesto BarretoDeputy Head of the Department of Banking Operations and Payments System
Ricardo da Costa MartinelliDeputy Head of the International Reserves Department
Ricardo Eyer HarrisHead of Office of the Deputy Governor for Regulation
Ricardo Franco MouraHead of the Prudential and Foreign Exchange Regulation Department
Rogerio Antonio LuccaExecutive Secretary
Simone Miranda BurelloAdvisor in the Office of the Deputy Governor for Monetary Policy

The members of Copom analyzed the recent performance and prospects for the Brazilian and international economies, under the monetary policy framework, whose objective is to comply with the inflation targets established by the National Monetary Council. This document represents Copom’s best effort to provide an English version of its policy meeting minutes. In case of inconsistency, the Portuguese version prevails.

Economics-Watching: From Code to Cash: How Programmable Payments Are Shaping the Future of Finance

[from the Federal Reserve Bank of Atlanta, by Chris Colson, payments expert]

When I was first introduced to computers, programming languages like COBOL, Fortran, and Pascal were standard. None of them were particularly user-friendly, especially for someone like me who isn’t a natural coder. Over time, new languages and tools appeared, making programming more accessible.

Today, we have low-code and no-code platforms [related YouTube video] that allow people with little to no coding experience to build apps. Just as programming has become easier, payments are becoming programmable, offering automation, simplicity, and flexibility.

Programmable payments are automated transactions that occur when specific conditions or events are met. Unlike traditional payment methods, which can rely on manual approvals or fixed schedules (think monthly software transactions), programmable payments offer a more dynamic approach. For instance, a programmable payment might only occur when a product is delivered or a service is completed.

Two key technologies power programmable payments: smart contracts and application programming interfaces (APIs). Smart contracts are self-executing digital agreements that run on blockchain and automatically release payments once specified conditions are met. APIs allow different systems to communicate, which enables the automation of payment processes across platforms. For example, a business might set up an API process that triggers a payment and then marks the invoice as “paid” in its accounting software.

The biggest advantage of programmable payments is automation. By automating transactions, businesses can eliminate repetitive tasks like payroll or vendor payments, reducing the time spent on manual processes while also minimizing the risk of human error. Automation can also help businesses save money, as they may no longer need intermediaries like banks or payment processors to facilitate transactions. Blockchain-based smart contracts can bypass the need for banks to verify payments, resulting in faster, cheaper transactions.

Transparency and security are other significant advantages, particularly when programmable payments are powered by blockchain. Each transaction is recorded on a decentralized ledger, providing a clear, auditable trail of activity. This can help reduce the risk of fraud and create a more secure system for managing payments.

The potential of programmable payments goes beyond automating individual transactions. For supply chain management, payments that are automatically triggered upon delivery of goods can reduce the need for manual verification, and thus improve operational efficiency. In decentralized finance, programmable payments can streamline processes like loan repayments and insurance payouts, improving speed and transparency.

As the Internet of Things expands, integrating programmable payments could allow devices to handle payments autonomously. Imagine a car that automatically pays for tolls or parking, or a smart refrigerator that orders and pays for groceries when supplies run low. The possibilities for real-time, automated payments between connected devices are enormous.

Despite all the potential, programmable payments face challenges. The technology—particularly blockchain-based systems—can be complex and requires specialized expertise, which can increase upfront costs for businesses. In addition, the regulatory environment around programmable payments is still evolving, especially for cross-border transactions. This creates uncertainty for businesses.

Much like low-code and no-code platforms make app development accessible to non-coders, programmable payments are moving toward a future with minimal human intervention. Both are about simplifying complex systems: low-code/no-code platforms hide the complexity of software development, while programmable payments automate financial processes with predefined logic.

Both point to a future where systems execute tasks on their own, based on rules set by users. The goal is simple: Once the conditions are established, the system handles the rest.

Programmable payments are reshaping the future of finance. It’s an exciting future that promises smarter and more streamlined and efficient financial operations.

Economics-Watching: Multivariate Core Trend Inflation

[from the Federal Reserve Bank of New York]

Overview

The Multivariate Core Trend (MCT) model measures inflation’s persistence in the seventeen core sectors of the personal consumption expenditures (PCE) price index.

Whether inflation is short-lived or persistent, concentrated in a few sectors or broad-based, is of deep relevance to policymakers. We estimate a dynamic factor model on monthly data for the major sectors of the personal consumption expenditures (PCE) price index to assess the extent of inflation persistence and its broadness. The results give a measure of trend inflation and shed light on whether inflation dynamics are dominated by a trend common across sectors or are sector-specific.

The New York Fed updates the MCT estimates and share sectoral insights at or shortly after 2 p.m. on the first Monday after the release of personal consumption expenditures (PCE) price index data from the Bureau of Economic Analysis. Data are available for download.

September 2023 Update

  • Multivariate Core Trend (MCT) inflation was 2.9 percent in September, a 0.3 percentage point increase from August (which was revised up from 2.5 percent). The 68 percent probability band is (2.4, 3.3).
  • Services ex-housing accounted for 0.54 percentage point (ppt) of the increase in the MCT estimate relative to its pre-pandemic average, while housing accounted for 0.50 ppt. Core goods had the smallest contribution, 0.03 ppt.
  • A large part of the persistence in housing and services ex-housing is explained by the sector-specific component of the trend.

Latest Release: 2:00 p.m. ET October 31, 2023

View the Multivariate Core Trend of PCE Inflation data here.

Frequently Asked Questions

What is the goal of the Multivariate Core Trend (MCT) analysis?

The New York Fed aims to provide a measure of inflation’s trend, or “persistence,” and identify where the persistence is coming from.

What data are reported?

The New York Fed’s interactive charts report monthly MCT estimates from 1960 to the present. The New York Fed also provides estimates of how much three broad sectors (core goods, core services excluding housing, and housing) are contributing to overall trend inflation over the same time span. The New York Fed further distinguishes whether the persistence owes to common or sector-specific components. Data are available for download.

What is the release schedule?

The New York Fed updates the estimate of inflation persistence and share sectoral insights following the release of PCE price data from the U.S. Bureau of Economic Analysis each month.

What is the modeling strategy?

A dynamic factor model with time-varying parameters is estimated on monthly data for the seventeen major sectors of the PCE price index. The model decomposes each sector’s inflation as the sum of a common trend, a sector-specific trend, a common transitory shock, and a sector-specific transitory shock. The trend in PCE inflation is constructed as the sum of the common and the sector-specific trends weighted by the expenditure shares.

The New York Fed uses data from all seventeen of the PCE’s sectors; however, in constructing the trend in PCE inflation, we exclude the volatile non-core sectors (that is, food and energy). The approach builds on Stock and Watson’s 2016 “Core Inflation and Trend Inflation.”

How does the MCT measure differ from the core personal consumption expenditures (PCE) inflation measure?

The core inflation measure simply removes the volatile food and energy components. The MCT model seeks to further remove the transitory variation from the core sectoral inflation rates. This has been key in understanding inflation developments in recent years because, during the pandemic, many core sectors (motor vehicles and furniture, for example) were hit by unusually large transitory shocks. An ideal measure of inflation persistence should filter those out.

PCE data are subject to revision by the Bureau of Economic Analysis (BEA). How does that affect MCT estimates?

BEA monthly revisions as well as other BEA periodic revisions to PCE price data do lead to reassessments of the estimated inflation persistence as measured by the MCT estimates. Larger revisions may lead to a more significant reassessment. A recent example of the latter case is described on Liberty Street Economics in “Inflation Persistence: Dissecting the News in January PCE Data.”

Historical estimates in our MCT data series back to 1960 are based on the latest vintage of data available and incorporate all prior revisions.

How does the MCT Inflation measure relate to other inflation measures?

The MCT model adds to the set of tools that aim at measuring the persistent component of PCE price inflation. Some approaches, such as the Cleveland Fed’s Median PCE and the Dallas Fed’s Trimmed Mean, rely on the cross-sectional distribution of price changes in each period. Other approaches, such as the New York Fed’s Underlying Inflation Gauge (UIG), rely on frequency-domain time series smoothing methods. The MCT approach shares some features with them, namely: exploiting the cross-sectional distribution of price changes and using time series smoothing techniques. But the MCT model also has some unique features that are relevant to inflation data. For example, it allows for outliers and for the noisiness of the data and for the relation with the common component to change over time.

How useful can MCT data be for policymakers?

The MCT model provides a timely measure of inflationary pressure and provides insights on how much price changes comove across sectors.

View the Multivariate Core Trend of PCE Inflation data here.

Economics-Watching: FedViews for January 2023

[from the Federal Reserve Bank of San Francisco]

Adam Shapiro, vice president at the Federal Reserve Bank of San Francisco, stated his views on the current economy and the outlook as of January 12, 2023.

  • While continuing to cool over the last several months, 12-month inflation remains at historically high levels. The headline personal consumption expenditures (PCE) price index rose 5.5% in November 2022 from a year earlier. This marks a decline in inflation to a level last observed in October 2021, but still well above the Fed’s longer-run goal of 2%. A portion of the inflation moderation is attributable to recent declines in energy prices. Core PCE inflation, which removes food and energy prices, has shown less easing.
  • Owing to fiscal relief efforts and lower household spending over the course of the pandemic, consumers accumulated over $2 trillion dollars in excess savings, based on pre-pandemic trends. Since then, consumers have drawn down over half of this excess savings which has helped support recent growth in personal consumption expenditures. A considerable amount of accumulated savings remains for some consumers to support spending in 2023.
  • In the wake of the pandemic, consumer spending patterns shifted away from services towards goods. While there appears to be some normalization of spending behavior, this shift has generally persisted. Real goods spending remains significantly above its pre-pandemic trend, driven by strong demand for durables such as furniture, electronics, and recreational goods. Spending on services has shown a resurgence but remains below its pre-pandemic trend.
  • Supply chain bottlenecks for materials and labor remain a constraint on production, although there are some recent signs of easing. The fraction of manufacturers who reported operating below capacity due to insufficient materials peaked in late 2021 and has moderately declined over the past year. However, the fraction of manufacturers reporting insufficient labor has persisted at high levels.
  • The labor market remains tight, despite some signs of cooling. The number of available jobs remains well above the number of available workers, although vacancy postings have been trending down in recent months. The tight labor market has put continued upward pressure on wages and labor market turnover.
  • A decomposition of headline PCE inflation into supply– and demand-driven components shows that both supply and demand factors are responsible for the recent rise in inflation. The surge in inflation in early 2021 was mainly due to an increase in demand-driven factors. Subsequently, supply factors became more prevalent for the remainder of 2021. Supply-driven inflation has moderated significantly over recent months, while demand-driven inflation remains elevated.
  • The Federal Open Market Committee (FOMC) raised the federal funds rate by 50 basis points at the December meeting to a range of 4.25 to 4.5%. This cycle of continued rate increases since March of last year represents the fastest pace of monetary policy tightening in 40 years. The increase in the federal funds rate has been accompanied by a gradual reduction in the size of the Federal Reserve’s balance sheet.
  • Economic activity in sectors such as housing, which is sensitive to rising interest rates, has slowed considerably in recent months. Housing starts have fallen steadily over the past year, as have other housing market indicators, such as existing home sales and house prices.
  • Although the labor market is currently very strong, financial markets are pointing to some downside risks. Namely, the difference between longer- and shorter-term interest rates has turned negative, which historically tends to occur immediately preceding recessions. It remains unclear whether lower longer-term yields are indicative of anticipated slower growth or lower inflation.
  • Short-term inflation expectations remain elevated relative to their pre-pandemic levels in December 2019. Consumers are expecting prices to rise 5% this year, while professional forecasters are expecting prices to rise 3.5%. Longer-term inflation expectations remain more subdued, indicating that both consumers and professionals believe inflation pressures will eventually dissipate.
  • Rent inflation is expected to remain high over the next year. The prices for asking rents have grown quite substantially over the last two years. As new leases begin and existing leases are renewed, these higher asking rents will flow into the stock of rental units, putting upward pressure on rent inflation.
  • We are expecting inflation to moderate over the next few years as monetary policy continues to restrain demand and supply bottlenecks continue to ease. We anticipate that it will take some time for inflation to reach the Fed’s longer-run goal of 2%.
Inflation is cooling, but remains very high
Savings are boosting consumer demand
Goods consumption remains elevated
Supply shortages are prevalent, but easing
Labor market remains tight, but is cooling
Both supply and demand drive inflation
Monetary policy tightening is having real effects
Yield curve is inverted, signaling recession risk
Short-term inflation expectations remain elevated
High rent inflation is in the pipeline
Inflation likely to remain above 2% for some time

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BEA News: Gross Domestic Product by Industry, 2nd quarter 2019 and annual update

The U.S. Bureau of Economic Analysis

The U.S. Bureau of Economic Analysis (BEA) has issued the following news release:

Professional, scientific, and technical services; real estate and rental and leasing; and mining were the leading contributors to the increase in U.S. economic growth in the second quarter of 2019.

The private goods‐ and services‐producing industries, as well as the government sector, contributed to the increase. Overall, 14 of 22 industry groups contributed to the 2.0 percent increase in real GDP in the second quarter.

The full text of the release [archived PDF] on BEA’s website can be found here.

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