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美联储解读通胀为何总是迟缓滞后,甚至频频出错

George Calhoun
2026-09-03

当短期通胀增速出现急剧变化时,这类指标往往反应滞后,难以及时体现这种变化。

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2026年7月29日,美联储主席凯文·沃什在华盛顿特区小威廉·麦克切斯尼·马丁联邦储备委员会大楼举行的新闻发布会上发表讲话。图片来源:Brendan SMIALOWSKI / AFP via Getty Images

人们常说,美联储在制定货币政策时宛如“看着后视镜开车”:它依据的是经济此前的运行状况,而非当下的表现或未来的走向。原因很简单:美联储高度依赖汇总过去12个月数据的各项指标。而当短期通胀增速出现急剧变化时,这类指标往往反应滞后,难以及时体现这种变化。

以消费者价格指数(CPI)为例。CPI号称通过追踪消费者价格变动来衡量“通胀”。7月CPI录得3.4%,略低于6月的3.5%,但仍远高于美联储2%的政策目标。

由此可见,通胀问题仍然严重,美联储部分官员对此也忧心忡忡。在最近一次联邦公开市场委员会(FOMC)会议上,三位地区联储银行行长投票支持立即加息。克利夫兰联储银行行长贝丝·哈马克表示:“高通胀持续的时间越长,使其回落的难度和代价就越大。价格压力正在蔓延而非消退,消费者对物价持续上涨感到绝望。”

明尼阿波利斯联储银行行长尼尔·卡什卡利担心“高通胀可能变得根深蒂固,难以扭转”,并预计还需多轮加息。达拉斯联储银行行长洛里·洛根也持悲观态度。

但大多数美联储观察人士预计,货币政策很快将大幅收紧。美联储主席凯文·沃什表示必须继续与高通胀作斗争,并承诺将实现2%的通胀目标。

然而,问题恰恰出在数据上。3.4%的CPI数据属于同比(YoY)口径,反映的是过去12个月的物价涨幅。但过去3个月的走势却提供了一个更加及时、也更能反映当前状况的信号。自5月以来,CPI的3个月平均涨幅按年化计算仅为0.49%。

同样在上周公布的生产者价格指数(PPI)上涨了4.7%。这一数据令人担忧,因为生产者价格可能会影响消费者价格(尽管不同行业的价格传导效应存在很大差异)。但从月度数据来看,PPI自4月以来持续快速下降,6月和7月均为负增长。过去3个月的年化率为1.6%。

自5月以来,通胀预期也明显回落,无论是市场指标(5年期盈亏平衡通胀率,根据5年期名义美国国债与同期限5年期通胀保值国债(TIPS)之间的收益率差推算得出),还是克利夫兰联储的1年期通胀预期模型,都印证了这一趋势。两项指标预测的通胀率均在2.3%左右,明显低于整体CPI。

价格走势逆转的速度,可能已经超出了CPI同比指标所能捕捉的范围。按照某些短期指标衡量,“通胀”可能已经达到2%的目标水平。交易员似乎也认同这一判断。CPI数据公布次日,标普500指数创下历史新高,市场将其归因于“温和的通胀数据”。对于9月是否可能加息,市场共识同样发生逆转:7月有80%的市场人士认为“会加息”,如今约67%认为“不会加息”。甚至《华尔街日报》都欢呼“去通胀”回归。

这难道只是一种统计上的障眼法吗?完全不是。经济学界和政策制定者的主流观点认为,年化季度(AQ)通胀指标可能优于同比指标。诺贝尔经济学奖得主保罗·克鲁格曼也支持这一观点。“以往,关注过去一年的变化可能是有道理的,但对于一个近期经历如此剧烈动荡的经济体而言,一年的滞后实在太过漫长……如今,许多经济学家开始关注3个月或6个月的变化。”

奥巴马政府经济顾问委员会前主席贾森·弗曼也在推特上表示:“整体CPI的12个月变化最受公众关注……但要了解通胀走势,更应关注较短的时间窗口(3至6个月)。”美联储前主席杰罗姆·鲍威尔和前副主席莱尔·布雷纳德也经常引用基于较短平均周期计算得出的通胀数据。克利夫兰联储发布的“通胀即时预测”显示,目前CPI年化季度指标为1.05%。许多在知名智库或美联储供职的“学术派”经济学家,也支持使用较短的平均周期。正如一位美联储经济学家所写:“通胀往往按过去一年的情况来衡量,本质上是一个变化缓慢且滞后的指标。”

这种局限性对货币政策的负面影响体现在两个方面。一方面,过度依赖滞后性数据,会掩盖趋势中最重要的时刻,即形势发生变化的时刻。另一方面,这种向后看的视角,会进一步加剧政策应对变化的滞后,进而可能带来严重的宏观经济后果。

以2021年至2023年的通胀飙升为例。一种善意的解读是,尽管美联储反应迟缓,但从2022年年中启动的加息确实有效遏制了通胀。

年化季度指标与同比指标基于相同的基础数据,但呈现出的情况却大不相同。通胀趋势在2022年年中突然发生显著变化,单个季度内就从10.1%骤降至1.9%,属于结构性变化。年化季度指标显示,短期通胀增速发生了剧烈变化。而标准CPI先是低估、随后又高估了这一短期通胀读数。

货币政策似乎反应迟缓、行动滞后,因此(或许)并不合理。等到美联储终于开始加息时,这轮通胀飙升已近尾声。这就好比消防员打开消防栓时,大火早已烧完。

当然,也有人可能认为,2022年末和2023年初的货币政策收紧阻止了通胀再次反弹。但货币政策的作用机制并非如此。米尔顿·弗里德曼曾提出一个著名观点,即货币政策从因到果、从行动到结果之间存在“漫长且多变的时滞”,粗略估计为9至24个月。近年来,美联储官员也普遍认可,货币政策存在时滞。2022年11月的新闻发布会上,美联储主席鲍威尔曾17次提及“时滞”一词,以表明在他看来政策效果尚未显现。那么,政策效果究竟延迟了多久?这轮通胀始于2020年至2021年。加息于2022年3月启动,而货币政策可能直到2023年末或2024年才开始对经济产生影响——此时距离通胀危机爆发已过去数年,而且通胀率本身也早已大幅回落。

美联储未能吸取这一教训,正带来现实风险。如今,美联储倾向于收紧货币政策。然而,年化季度CPI表明,短期通胀增速可能低于同比整体CPI所显示的水平。如果跳出CPI数据本身来看,现在真的有必要像哈马克行长所主张的那样“抑制经济活动”吗?劳动力市场已经走弱。7月份就业数据为负值,而6月和5月的数据被下修了近一半。劳动参与率正在下降。抵押贷款利率正在上升,住房销量则在下滑。债券收益率处于数十年来的高位。7月份零售支出9个月来首次下降。多场战争仍在持续,地缘政治不确定性居高不下。关税政策一片混乱,给企业和消费者带来了不确定性。经济不确定性指数已升至疫情以来的高位。面对一个明显存在缺陷的通胀指标,此时真的应该踩下刹车吗?

美联储潜在的鹰派倾向可能再次与实体经济脱节。凯文·沃什已成立一系列工作组,旨在重新评估“美联储如何理解和应对通胀的驱动因素”,以及“提高实际经济信号的质量和时效性——这些信号为美联储的政策判断提供依据”。这一举措值得肯定,或许能解决本文所指出的问题,但这需要时间。在此期间,美联储应当更加关注短期趋势,因为这些趋势显示,一次重要的“通胀格局转变”可能已经开始。

沃什在杰克逊霍尔经济政策研讨会的主题演讲中表示:“昨天的消息很容易被误认为是眼下正在发生的事情。真正的挑战,在于分清旧闻与现实的差别。换句话说,我们必须审视现实,确保我们不是基于过时或不准确的数据来制定前瞻性政策。”(财富中文网)

本文作者乔治·卡尔霍恩是史蒂文斯理工学院(Stevens Institute of Technology)教授兼量化金融项目主任,拥有沃顿商学院(Wharton School)博士学位。在加入史蒂文斯理工学院之前,他在高科技无线通信行业深耕30年,其间多次创业,并在多家上市公司担任高管及董事会职务,包括曾担任首席执行官、两家公司的董事长,以及三家公司的审计委员会主席。他在东亚、欧洲和中东的科技行业拥有丰富经验,还曾通过公开发行、私募配售、合资企业和风险投资等方式募集资本。他著有四部科技与金融专著。目前,他在史蒂文斯理工学院负责两个金融科技研究中心,现居华盛顿特区。

Fortune.com上发表的评论文章中表达的观点,仅代表作者本人的观点,不代表《财富》杂志的观点和立场。

译者:刘进龙

审校:汪皓

人们常说,美联储在制定货币政策时宛如“看着后视镜开车”:它依据的是经济此前的运行状况,而非当下的表现或未来的走向。原因很简单:美联储高度依赖汇总过去12个月数据的各项指标。而当短期通胀增速出现急剧变化时,这类指标往往反应滞后,难以及时体现这种变化。

以消费者价格指数(CPI)为例。CPI号称通过追踪消费者价格变动来衡量“通胀”。7月CPI录得3.4%,略低于6月的3.5%,但仍远高于美联储2%的政策目标。

由此可见,通胀问题仍然严重,美联储部分官员对此也忧心忡忡。在最近一次联邦公开市场委员会(FOMC)会议上,三位地区联储银行行长投票支持立即加息。克利夫兰联储银行行长贝丝·哈马克表示:“高通胀持续的时间越长,使其回落的难度和代价就越大。价格压力正在蔓延而非消退,消费者对物价持续上涨感到绝望。”

明尼阿波利斯联储银行行长尼尔·卡什卡利担心“高通胀可能变得根深蒂固,难以扭转”,并预计还需多轮加息。达拉斯联储银行行长洛里·洛根也持悲观态度。

但大多数美联储观察人士预计,货币政策很快将大幅收紧。美联储主席凯文·沃什表示必须继续与高通胀作斗争,并承诺将实现2%的通胀目标。

然而,问题恰恰出在数据上。3.4%的CPI数据属于同比(YoY)口径,反映的是过去12个月的物价涨幅。但过去3个月的走势却提供了一个更加及时、也更能反映当前状况的信号。自5月以来,CPI的3个月平均涨幅按年化计算仅为0.49%。

同样在上周公布的生产者价格指数(PPI)上涨了4.7%。这一数据令人担忧,因为生产者价格可能会影响消费者价格(尽管不同行业的价格传导效应存在很大差异)。但从月度数据来看,PPI自4月以来持续快速下降,6月和7月均为负增长。过去3个月的年化率为1.6%。

自5月以来,通胀预期也明显回落,无论是市场指标(5年期盈亏平衡通胀率,根据5年期名义美国国债与同期限5年期通胀保值国债(TIPS)之间的收益率差推算得出),还是克利夫兰联储的1年期通胀预期模型,都印证了这一趋势。两项指标预测的通胀率均在2.3%左右,明显低于整体CPI。

价格走势逆转的速度,可能已经超出了CPI同比指标所能捕捉的范围。按照某些短期指标衡量,“通胀”可能已经达到2%的目标水平。交易员似乎也认同这一判断。CPI数据公布次日,标普500指数创下历史新高,市场将其归因于“温和的通胀数据”。对于9月是否可能加息,市场共识同样发生逆转:7月有80%的市场人士认为“会加息”,如今约67%认为“不会加息”。甚至《华尔街日报》都欢呼“去通胀”回归。

这难道只是一种统计上的障眼法吗?完全不是。经济学界和政策制定者的主流观点认为,年化季度(AQ)通胀指标可能优于同比指标。诺贝尔经济学奖得主保罗·克鲁格曼也支持这一观点。“以往,关注过去一年的变化可能是有道理的,但对于一个近期经历如此剧烈动荡的经济体而言,一年的滞后实在太过漫长……如今,许多经济学家开始关注3个月或6个月的变化。”

奥巴马政府经济顾问委员会前主席贾森·弗曼也在推特上表示:“整体CPI的12个月变化最受公众关注……但要了解通胀走势,更应关注较短的时间窗口(3至6个月)。”美联储前主席杰罗姆·鲍威尔和前副主席莱尔·布雷纳德也经常引用基于较短平均周期计算得出的通胀数据。克利夫兰联储发布的“通胀即时预测”显示,目前CPI年化季度指标为1.05%。许多在知名智库或美联储供职的“学术派”经济学家,也支持使用较短的平均周期。正如一位美联储经济学家所写:“通胀往往按过去一年的情况来衡量,本质上是一个变化缓慢且滞后的指标。”

这种局限性对货币政策的负面影响体现在两个方面。一方面,过度依赖滞后性数据,会掩盖趋势中最重要的时刻,即形势发生变化的时刻。另一方面,这种向后看的视角,会进一步加剧政策应对变化的滞后,进而可能带来严重的宏观经济后果。

以2021年至2023年的通胀飙升为例。一种善意的解读是,尽管美联储反应迟缓,但从2022年年中启动的加息确实有效遏制了通胀。

年化季度指标与同比指标基于相同的基础数据,但呈现出的情况却大不相同。通胀趋势在2022年年中突然发生显著变化,单个季度内就从10.1%骤降至1.9%,属于结构性变化。年化季度指标显示,短期通胀增速发生了剧烈变化。而标准CPI先是低估、随后又高估了这一短期通胀读数。

货币政策似乎反应迟缓、行动滞后,因此(或许)并不合理。等到美联储终于开始加息时,这轮通胀飙升已近尾声。这就好比消防员打开消防栓时,大火早已烧完。

当然,也有人可能认为,2022年末和2023年初的货币政策收紧阻止了通胀再次反弹。但货币政策的作用机制并非如此。米尔顿·弗里德曼曾提出一个著名观点,即货币政策从因到果、从行动到结果之间存在“漫长且多变的时滞”,粗略估计为9至24个月。近年来,美联储官员也普遍认可,货币政策存在时滞。2022年11月的新闻发布会上,美联储主席鲍威尔曾17次提及“时滞”一词,以表明在他看来政策效果尚未显现。那么,政策效果究竟延迟了多久?这轮通胀始于2020年至2021年。加息于2022年3月启动,而货币政策可能直到2023年末或2024年才开始对经济产生影响——此时距离通胀危机爆发已过去数年,而且通胀率本身也早已大幅回落。

美联储未能吸取这一教训,正带来现实风险。如今,美联储倾向于收紧货币政策。然而,年化季度CPI表明,短期通胀增速可能低于同比整体CPI所显示的水平。如果跳出CPI数据本身来看,现在真的有必要像哈马克行长所主张的那样“抑制经济活动”吗?劳动力市场已经走弱。7月份就业数据为负值,而6月和5月的数据被下修了近一半。劳动参与率正在下降。抵押贷款利率正在上升,住房销量则在下滑。债券收益率处于数十年来的高位。7月份零售支出9个月来首次下降。多场战争仍在持续,地缘政治不确定性居高不下。关税政策一片混乱,给企业和消费者带来了不确定性。经济不确定性指数已升至疫情以来的高位。面对一个明显存在缺陷的通胀指标,此时真的应该踩下刹车吗?

美联储潜在的鹰派倾向可能再次与实体经济脱节。凯文·沃什已成立一系列工作组,旨在重新评估“美联储如何理解和应对通胀的驱动因素”,以及“提高实际经济信号的质量和时效性——这些信号为美联储的政策判断提供依据”。这一举措值得肯定,或许能解决本文所指出的问题,但这需要时间。在此期间,美联储应当更加关注短期趋势,因为这些趋势显示,一次重要的“通胀格局转变”可能已经开始。

沃什在杰克逊霍尔经济政策研讨会的主题演讲中表示:“昨天的消息很容易被误认为是眼下正在发生的事情。真正的挑战,在于分清旧闻与现实的差别。换句话说,我们必须审视现实,确保我们不是基于过时或不准确的数据来制定前瞻性政策。”(财富中文网)

本文作者乔治·卡尔霍恩是史蒂文斯理工学院(Stevens Institute of Technology)教授兼量化金融项目主任,拥有沃顿商学院(Wharton School)博士学位。在加入史蒂文斯理工学院之前,他在高科技无线通信行业深耕30年,其间多次创业,并在多家上市公司担任高管及董事会职务,包括曾担任首席执行官、两家公司的董事长,以及三家公司的审计委员会主席。他在东亚、欧洲和中东的科技行业拥有丰富经验,还曾通过公开发行、私募配售、合资企业和风险投资等方式募集资本。他著有四部科技与金融专著。目前,他在史蒂文斯理工学院负责两个金融科技研究中心,现居华盛顿特区。

Fortune.com上发表的评论文章中表达的观点,仅代表作者本人的观点,不代表《财富》杂志的观点和立场。

译者:刘进龙

审校:汪皓

It is frequently said that the Federal Reserve steers by looking in the rearview mirror, basing monetary policy decisions on where the economy was in the past, rather than where it is today, or where it is headed. The reason is simple: the Fed relies heavily on measures that summarize the preceding 12 months. Those measures can be slow to reflect a sharp change in the current inflation run rate.

Consider the Consumer Price Index, which purports to measure “inflation” by tracking changes in consumer prices. The July CPI came in at 3.4%, slightly below the June figure of 3.5% — and still far above the Fed’s 2% policy target.

It would seem that inflation must still be a serious problem, and some Fed officials are very concerned. At the latest meeting of the Federal Open Market Committee, the Presidents of three regional Fed branches voted to increase interest rates immediately. “The longer that high inflation persists, the more challenging and costly it can be to bring it back down,” said Beth Hammack (Cleveland). “Pricing pressures are broadening rather than fading, and consumers are expressing despair over persistently higher prices.”

Neel Kashkari (Minneapolis) worried about a risk that “high inflation could become entrenched” and projected multiple rate hikes. Lorie Logan (Dallas) was also pessimistic.

But most Fed-watchers expect significant monetary tightening soon. Chairman Warsh spoke of the need to continue the battle against high inflation and promised the Fed will deliver its 2% inflation target.

There’s a problem here, and it’s in the numbers. The 3.4% CPI reading is a Year-over-Year (YoY) comparison. It shows how much prices have gone up in the last 12 months. But the trend of the last three months offers a different, more current signal. The 3-month average of the CPI since May, annualized, is just 0.49%.

The Producer Price Index (also reported this week) was up 4.7%. Alarming, since producer prices can affect consumer prices, (though the pass-through varies widely by industry). But on a monthly basis, the PPI has been falling rapidly since April, and was negative for June and July. The 3-month annualized rate is 1.6%.

Inflation expectations have also moderated significantly since May, down by both market measures (the 5-year Breakeven Inflation forecast, inferred from the yield gap between a 5-year nominal Treasury and a comparable 5-year TIPS) and according to the Cleveland Fed’s 1-year inflation expectation model. Both measures forecast inflation in the 2.3% range, well below the headline CPI.

The price trend may be reversing direction more quickly than the YoY version of the CPI can detect it. “Inflation” may have already reached the 2% target, on some short-run measures. Traders seem to think so. The S&P 500 hit a new all time record the day after the CPI release. “Tame inflation data” was cited. The market consensus flipped on the question of a possible rate increase in September, from 80% “Yes” last month to about 67% “No” today. Even The Wall Street Journal hailed the return of “disinflation.”

Is this just a statistical slight-of-hand? Not at all. The idea that an annualized quarterly (AQ) measure of inflation may be superior to a a YoY measure is a mainstream proposition among economists and policy-makers. Nobelist Paul Krugman has endorsed the idea. “In the past, it may have made sense to look at changes over the last year, but in an economy going through as much turmoil as we’ve seen recently, that’s just too long a lag…many economists are now focusing on either three- or six-month changes.”

So, too, Jason Furman, the Chair of Obama’s Council of Economic Advisors, tweeted “headline CPI, the 12-month change in the overall index gets the most public attention…but to understand the inflation trend, it’s better to focus on a shorter window (3-6 months).” Former Fed Chair Jerome Powell and Vice-Chair Lael Brainard often cited inflation figures based on shorter averaging periods. The Cleveland Fed publishes an “inflation nowcast” with an AQ version of the CPI currently at 1.05%. Many “academic-style” economists at respected think tanks or working for the Fed itself have voiced support for shorter averaging windows. As one Fed economist has written: “Inflation is typically measured over the past year, inherently a slow-moving and backward-looking measure.”

The negative impact on monetary policy is twofold. A heavy reliance on backward-looking data obscures the most important moments in the trend — moments when things change. And the backwards focus exacerbates the lag in responding to those changes, with potentially serious macroeconomic consequences.

Consider the inflation spike of 2021-2023. A charitable interpretation would be that while the Fed was slow to respond, the interest rate increases that began in mid-2022 were effective in bringing down inflation.

The underlying data is the same for the annualized 3-month version. But the picture is quite different. The inflation trend changed abruptly and significantly in mid-2022, falling from 10.1% to 1.9% in a single quarter, a structural change. The three-month annualized series shows a sharp change in the short-run pace of inflation. The standard CPI first understated, and then overstated that shorter-run measure of inflation.

Monetary policy appears to have been slow to respond, late — and therefore (perhaps) unsound. By the time the Fed got around to raising rates, the inflationary surge was ending. The fire was over by the time the firemen got the hydrant open.

Of course, one might suggest that the monetary tightening in late 2022 and early 2023 prevented a resurgence of inflation. But that is not how it works. Milton Friedman famously said that monetary policy was subject to a “long and variable lag” between cause and effect, action and outcome — loosely quantified to between 9 and 24 months. This policy lag has been widely endorsed by Fed officials in recent years. In his press conference in November 2022, Chairman Powell referred to “lags” 17x to signal that the policy outcome was, in his mind, still in abeyance. And how much in abeyance? The inflation episode started in 2020/2021. The rate hikes began in March 2022. The policy may have begun to impact the economy only in late 2023 or 2024 — years after the inflationary crisis began, and after inflation had already materially declined.

There is a present danger in the failure to learn this lesson. The Fed today is in a tightening mood. Yet the annualized 3-month CPI suggests that the short-run inflation pace may be lower than the year-over-year headline indicates. Standing back from the CPI itself, is there really a case now for “restraining economic activity” (as President Hammack proposes)? The labor market has weakened. The July jobs number was negative, and June and May were revised downward by almost half. Labor participation is declining. Mortgage rates are rising and home sales are down. Bond yields are at multi-decade highs. Retail spending fell in July for the first time in nine months. Wars are raging. Geopolitical uncertainty is elevated. Tariffs are haywire, creating uncertainty for businesses and consumers. Economic uncertainty indices are at levels last seen in the pandemic. Is this the moment to hit the brakes, in response to an obviously flawed inflation measure?

The latent hawkishness at the Fed may be once again out of step with the real economy. Kevin Warsh has launched a series of Task Forces to among other things reevaluate “how the Federal Reserve understands and responds to the drivers of inflation” and to “improve the quality and timeliness of real economic signals that inform the Federal Reserve’s policy judgments.” This laudable initiative may address the problems raised here, but it will take time. In the interim, the Fed should pay more attention to the short-term trends that reveal an important “inflation regime change” may already be underway.

“Yesterday’s news has a way of getting mistaken for what is happening right now,” Warsh said in his keynote speech at the Jackson Hole Economic Symposium. “The challenge is to know the difference. In other words, we must interrogate reality to make sure we are not setting forward-looking policy based on stale or inaccurate data.”

George Calhoun is a Professor and Director of the Quantitative Finance Program at Stevens Institute of Technology, with a Ph.D. from the Wharton School. Prior to joining Stevens, he spent 30 years as an entrepreneur in the high-tech wireless industry serving in executive and board-level positions at several public companies, including as CEO, Chairman (two companies), and Audit Committee chair (three companies). He has extensive tech sector experience in East Asia, Europe, and the Middle East, and a background in capital acquisition through public offerings, private placements, joint ventures, and venture capital transactions. He is the author of four books on technology and finance. He currently directs two Fintech-focused research centers at Stevens, and lives in Washington DC.

The opinions expressed in Fortune.com commentary pieces are solely the views of their authors and do not necessarily reflect the opinions and beliefs of Fortune.

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