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NOWCASTING REPORT Updated: January 4, 2019 The New York Fed Staff Nowcast stands at 2.5% for 2018:Q4 and 2.1% for 2019:Q1. News from this week s data releases left the nowcast for both quarters broadly unchanged. Positive surprises from employment data roughly offset negative surprises from the ISM manufacturing survey. The New York Fed Staff Nowcast is not an official forecast of the Federal Reserve Bank of New York, its president, the Federal Reserve System, or the Federal Open Market Committee (FOMC). New York Fed / Research & Statistics Group 2018 Federal Reserve Bank of New York Nowcasting Report / January 4, 2019 1

1 2018:Q4 GDP Growth Percent (annual rate) 4.5 4.0 3.5 3.0 2.5 2.0 Nowcast: 2.5 Latest: January 04 Key New York Fed Staff Nowcast 1.5 Data Releases Housing and construction 1.0 0.5 Manufacturing Surveys Retail and consumption 0 Income Labor -0.5-1.0 Aug 24, 2018 Sep 07 Sep 21 Oct 05 Oct 19 Nov 02 Nov 16 Nov 30 Dec 14 Dec 28 Jan 11, 2019 Jan 25 International trade Others Note: Colored bars reflect the impact of each data release on the nowcast. New York Fed / Research & Statistics Group 2018 Federal Reserve Bank of New York Nowcasting Report / January 4, 2019 2

1.1 Nowcast Detail Housing and construction Manufacturing Surveys Ret ail and consumption Income Labor International trade Others Update Release Date Data Series Reference Period Units Forecast Actual Weight Impact [a] [b] [c] [c(b a)] Nowcast GDP Growth Nov 30 2.50 10:00 AM Dec 03 ISM mfg.: PMI composite index Nov Index 57.0 59.3 0.049 0.111 10:00 AM Dec 03 ISM mfg.: Prices index Nov Index 69.6 60.7 0.008-0.069 10:00 AM Dec 03 Value of construction put in place Oct MoM % chg. 0.203-0.149 0.024-0.009 10:00 AM Dec 03 ISM mfg.: Employment index Nov Index 55.7 58.4 0.027 0.073 8:05 AM Dec 06 ADP nonfarm private payroll employment Nov Level chg. (thousands) 205.7 179.0 0.543-0.014 8:30 AM Dec 06 Exports: Goods and services Oct MoM % chg. 0.743-0.148 0.073-0.065 8:30 AM Dec 06 Imports: Goods and services Oct MoM % chg. 0.618 0.234 0.056-0.022 10:00 AM Dec 06 ISM nonmanufacturing: NMI composite index Nov Index 59.8 60.7 0.007 0.007 10:00 AM Dec 06 Inventories: Total business Oct MoM % chg. 0.467 0.558-0.099-0.009 8:30 AM Dec 07 All employees: Total nonfarm Nov Level chg. (thousands) 199.2 155.0 0.316-0.014 8:30 AM Dec 07 Civilian unemployment rate Nov Ppt. chg. -0.071 0.000-0.106-0.007 Data revisions -0.044 Dec 07 2.44 10:00 AM Dec 10 JOLTS: Job openings: Total Oct Level chg. (thousands) 203.4 119.0-0.061 0.005 8:30 AM Dec 11 PPI: Final demand Nov MoM % chg. 0.241 0.085 0.105-0.016 8:40 AM Dec 12 CPI-U: All items Nov MoM % chg. 0.263 0.019 0.084-0.021 8:40 AM Dec 12 CPI-U: All items less food and energy Nov MoM % chg. 0.173 0.209 0.099 0.004 8:30 AM Dec 13 Export price index Nov MoM % chg. 0.334-0.860 0.044-0.052 8:30 AM Dec 13 Import price index Nov MoM % chg. 0.433-1.56 0.022-0.045 8:30 AM Dec 14 Retail sales and food services Nov MoM % chg. 0.168 0.229 0.166 0.010 9:10 AM Dec 14 Industrial production index Nov MoM % chg. 0.177 0.606 0.263 0.113 9:10 AM Dec 14 Capacity utilization Nov Ppt. chg. 0.101 0.329 0.342 0.078 Data revisions -0.092 Dec 14 2.42 8:30 AM Dec 17 Empire State Mfg. Survey: General business conditions Dec Index 22.1 10.9 0.003-0.033 8:30 AM Dec 18 Housing starts Nov MoM % chg. 1.47 3.20 0.012 0.021 8:30 AM Dec 18 Building permits Nov Level chg. (thousands) -0.014 63.0 0.001 0.091 8:30 AM Dec 20 Phila. Fed Mfg. business outlook: Current activity Dec Index 17.4 9.40 0.001-0.009 8:30 AM Dec 21 Manufacturers new orders: Durable goods Nov MoM % chg. 3.08 0.758 0.014-0.033 8:30 AM Dec 21 Manufacturers shipments: Durable goods Nov MoM % chg. 0.935 0.707 0.088-0.020 8:30 AM Dec 21 Mfrs. unfilled orders: All manufacturing industries Nov MoM % chg. 0.274-0.144-0.007 0.003 8:30 AM Dec 21 Manufacturers inventories: Durable goods Nov MoM % chg. 0.256 0.256-0.134 0.000 10:00 AM Dec 21 Real disposable personal income Nov MoM % chg. 0.188 0.184 0.017-0.000 10:00 AM Dec 21 PCE less food and energy: Chain price index Nov MoM % chg. 0.148 0.148 0.163 0.000 10:00 AM Dec 21 PCE: Chain price index Nov MoM % chg. 0.181 0.056 0.082-0.010 10:00 AM Dec 21 Real personal consumption expenditures Nov MoM % chg. 0.158 0.326 0.215 0.036 Data revisions 0.008 Dec 21 2.48 8:05 AM Jan 03 ADP nonfarm private payroll employment Dec Level chg. (thousands) 134.7 271.0 0.233 0.032 10:00 AM Jan 03 ISM mfg.: PMI composite index Dec Index 56.2 54.1 0.015-0.031 10:00 AM Jan 03 ISM mfg.: Prices index Dec Index 58.2 54.9 0.002-0.006 10:00 AM Jan 03 ISM mfg.: Employment index Dec Index 55.3 56.2 0.012 0.011 8:30 AM Jan 04 All employees: Total nonfarm Dec Level chg. (thousands) 184.8 312.0 0.155 0.020 8:30 AM Jan 04 Civilian unemployment rate Dec Ppt. chg. -0.021 0.200-0.138-0.031 Data revisions 0.002 Parameter revisions 0.013 Jan 04 2.49 Notes: MoM % chg. indicates month over month percentage change. QoQ % chg. indicates quarter over quarter percentage change. The weights with the asterisk are multiplied by 1,000 for legibility. New York Fed / Research & Statistics Group 2018 Federal Reserve Bank of New York Nowcasting Report / January 4, 2019 3

2 2019:Q1 GDP Growth Percent (annual rate) 4.5 4.0 3.5 3.0 2.5 Key 2.0 1.5 Nowcast: 2.1 Latest: January 04 New York Fed Staff Nowcast Data Releases Housing and construction 1.0 0.5 Manufacturing Surveys Retail and consumption 0 Income Labor -0.5-1.0 Nov 23, 2018 Dec 07 Dec 21 Jan 04, 2019 Jan 18 Feb 01 Feb 15 Mar 01 Mar 15 Mar 29 Apr 12 Apr 26 International trade Others Note: Colored bars reflect the impact of each data release on the nowcast. New York Fed / Research & Statistics Group 2018 Federal Reserve Bank of New York Nowcasting Report / January 4, 2019 4

2.1 Nowcast Detail Housing and construction Manufacturing Surveys Ret ail and consumption Income Labor International trade Others Update Release Date Data Series Reference Period Units Forecast Actual Weight Impact [a] [b] [c] [c(b a)] Nowcast GDP Growth Nov 30 2.29 10:00 AM Dec 03 ISM mfg.: PMI composite index Nov Index 57.0 59.3 0.124 0.278 10:00 AM Dec 03 ISM mfg.: Prices index Nov Index 69.6 60.7 0.021-0.191 10:00 AM Dec 03 Value of construction put in place Oct MoM % chg. 0.203-0.149 0.022-0.008 10:00 AM Dec 03 ISM mfg.: Employment index Nov Index 55.7 58.4 0.056 0.153 8:05 AM Dec 06 ADP nonfarm private payroll employment Nov Level chg. (thousands) 205.7 179.0 1.441-0.038 8:30 AM Dec 06 Exports: Goods and services Oct MoM % chg. 0.743-0.148 0.050-0.045 8:30 AM Dec 06 Imports: Goods and services Oct MoM % chg. 0.618 0.234 0.038-0.015 10:00 AM Dec 06 ISM nonmanufacturing: NMI composite index Nov Index 59.8 60.7 0.022 0.021 10:00 AM Dec 06 Inventories: Total business Oct MoM % chg. 0.467 0.558 0.098 0.009 8:30 AM Dec 07 All employees: Total nonfarm Nov Level chg. (thousands) 199.2 155.0 0.681-0.030 8:30 AM Dec 07 Civilian unemployment rate Nov Ppt. chg. -0.071 0.000-0.189-0.013 Data revisions 0.021 Dec 07 2.44 10:00 AM Dec 10 JOLTS: Job openings: Total Oct Level chg. (thousands) 203.4 119.0-0.073 0.006 8:30 AM Dec 11 PPI: Final demand Nov MoM % chg. 0.241 0.085 0.176-0.027 8:40 AM Dec 12 CPI-U: All items Nov MoM % chg. 0.263 0.019 0.156-0.038 8:40 AM Dec 12 CPI-U: All items less food and energy Nov MoM % chg. 0.173 0.209 0.178 0.006 8:30 AM Dec 13 Export price index Nov MoM % chg. 0.334-0.860 0.080-0.095 8:30 AM Dec 13 Import price index Nov MoM % chg. 0.433-1.56 0.048-0.095 8:30 AM Dec 14 Retail sales and food services Nov MoM % chg. 0.168 0.229 0.214 0.013 9:10 AM Dec 14 Industrial production index Nov MoM % chg. 0.177 0.606 0.338 0.145 9:10 AM Dec 14 Capacity utilization Nov Ppt. chg. 0.101 0.329 0.439 0.100 Data revisions -0.053 Dec 14 2.40 8:30 AM Dec 17 Empire State Mfg. Survey: General business conditions Dec Index 22.1 10.9 0.021-0.237 8:30 AM Dec 18 Housing starts Nov MoM % chg. 1.47 3.20 0.014 0.024 8:30 AM Dec 18 Building permits Nov Level chg. (thousands) -0.014 63.0 0.002 0.108 8:30 AM Dec 20 Phila. Fed Mfg. business outlook: Current activity Dec Index 17.4 9.40 0.015-0.123 8:30 AM Dec 21 Manufacturers new orders: Durable goods Nov MoM % chg. 3.08 0.758 0.017-0.039 8:30 AM Dec 21 Manufacturers shipments: Durable goods Nov MoM % chg. 0.935 0.707 0.107-0.024 8:30 AM Dec 21 Mfrs. unfilled orders: All manufacturing industries Nov MoM % chg. 0.274-0.144-0.006 0.003 8:30 AM Dec 21 Manufacturers inventories: Durable goods Nov MoM % chg. 0.256 0.256-0.163 0.000 10:00 AM Dec 21 Real disposable personal income Nov MoM % chg. 0.188 0.184 0.022-0.000 10:00 AM Dec 21 PCE less food and energy: Chain price index Nov MoM % chg. 0.148 0.148 0.300 0.000 10:00 AM Dec 21 PCE: Chain price index Nov MoM % chg. 0.181 0.056 0.180-0.022 10:00 AM Dec 21 Real personal consumption expenditures Nov MoM % chg. 0.158 0.326 0.282 0.048 Data revisions 0.001 Dec 21 2.14 8:05 AM Jan 03 ADP nonfarm private payroll employment Dec Level chg. (thousands) 134.7 271.0 1.423 0.194 10:00 AM Jan 03 ISM mfg.: PMI composite index Dec Index 56.2 54.1 0.099-0.208 10:00 AM Jan 03 ISM mfg.: Prices index Dec Index 58.2 54.9 0.013-0.043 10:00 AM Jan 03 ISM mfg.: Employment index Dec Index 55.3 56.2 0.046 0.042 8:30 AM Jan 04 All employees: Total nonfarm Dec Level chg. (thousands) 184.8 312.0 0.646 0.082 8:30 AM Jan 04 Civilian unemployment rate Dec Ppt. chg. -0.021 0.200-0.337-0.074 Data revisions -0.005 Parameter revisions 0.016 Jan 04 2.14 Notes: MoM % chg. indicates month over month percentage change. QoQ % chg. indicates quarter over quarter percentage change. The weights with the asterisk are multiplied by 1,000 for legibility. New York Fed / Research & Statistics Group 2018 Federal Reserve Bank of New York Nowcasting Report / January 4, 2019 5

Nowcasting Report Q&A 1. What is the ultimate goal of the exercise? Our model produces a nowcast of GDP growth, incorporating a wide range of macroeconomic data as it becomes available. With this approach, we aim to read the real-time flow of information and evaluate its effects on current economic conditions. The platform provides a model-based counterpart to the more routine analysis at the bank, which has traditionally been based on expert knowledge. 2. What is the modeling strategy? The platform employs Kalman-filtering techniques and a dynamic factor model. The approach has a number of desirable features. It is based on: - a reliable big data framework that captures in a parsimonious way the salient features of macroeconomic data dynamics; - a design that digests the data as news, mimicking the way markets work. 3. What are the input data? What has been driving the data selection? We include all the market-moving indicators the same data that are also constantly monitored by market participants and commentators. 4. Why should we trust the model? Extensive back-testing of the model, research, and practical experience have shown that the platform is able to approximate best practices in macroeconomic forecasts. The model produces forecasts that are as accurate as, and strongly correlated with, predictions based on best judgment. The methodology has been tested for accuracy in many countries, including large developed economies (the Euro area, Italy, France, Germany, Spain, the United Kingdom, Japan, and Canada), small open economies (Australia, Ireland, Belgium, New Zealand, the Czech Republic, and Scotland), fast-growing economies (Brazil, Russia, India, China, and South Africa), and developing economies (Mexico, Indonesia, and Argentina). 5. How should we read the output of the model? - The model produces forecasts for all variables taking into account their dynamic interactions. - Since it is a fully specified dynamic model, the platform provides an intuitive reading of the incoming data as news. - The difference between two consecutive forecasts (that is, the forecast revision) is the weighted average of the news during the week. - News is defined as the difference between released data and model predictions. The weights account for the information content as well as the timeliness of the data releases. - The contribution of new data to the forecast revision is reported in the two charts with colored bars. To make the charts easier to read, we grouped variables in a few broad categories. Detailed information about the composition of the groupings is provided in the accompanying tables. References Banbura, M., D. Giannone, M. Modugno, and L. Reichlin. 2013. Nowcasting and the Real-Time Data Flow. In G. Elliott and A. Timmermann, eds., Handbook of Economic Forecasting, Vol. 2. Amsterdam: Elsevier-North Holland. Bok, B., D. Caratelli, D. Giannone, A. Sbordone, and A. Tambalotti. 2017. Macroeconomic Nowcasting and Forecasting with Big Data. Federal Reserve Bank of New York Staff Reports, no. 830, November. Giannone, D., L. Reichlin, and D. Small. 2008. Nowcasting: The Real-Time Informational Content of Macroeconomic Data. Journal of Monetary Economics 55, no.4 (May): 665-76. New York Fed / Research & Statistics Group 2018 Federal Reserve Bank of New York Nowcasting Report / January 4, 2019 6

Nowcasting Report FAQs 1. What is the schedule for reporting and updating the nowcast for each quarter? We start reporting the nowcast of GDP growth for a reference quarter one week after the publication of the second official GDP estimate for two quarters prior. For example, we began reporting the nowcast for 2017:Q2 on Friday, March 10, 2017, following the government s second estimate of 2016:Q4 GDP on Tuesday, February 28, 2017. We continue to update the nowcast for a reference quarter until the release of the advance GDP estimate, roughly one month after the end of the quarter. For 2017:Q2, this occurred on July 28, 2017, at which point we stopped updating the nowcast for this quarter. We retain the reference quarter s progression plot and detail table in the Nowcasting Report until the publication of the second GDP estimate, roughly two months after the end of the quarter. Following the second estimate of 2017:Q2 GDP on August 30, 2017, we removed 2017:Q2 from the Nowcasting Report and began reporting the nowcast for 2017:Q4. 2. What are the major conceptual differences between the New York Fed Staff Nowcast and the Atlanta Fed's Nowcast? The New York Fed Staff Nowcast and the Atlanta Fed s GDPNow are both based on statistical filtering techniques applied to a dynamic factor model. These techniques are very common in big data analytics since they effectively summarize the information contained in large data sets through a small number of common factors. The general framework for macroeconomic nowcasting has been developed in the academic literature over the past ten years, as discussed in the Q&A included in this report. The New York Fed Staff Nowcast is a straightforward application of the most advanced techniques developed in this academic literature. GDPNow adapts these techniques to mimic the methods used by the BEA to estimate real GDP growth, as well explained by GDPNow s own FAQs. Because GDPNow and the New York Fed Staff Nowcast are different models, they can generate different forecasts of real GDP growth. Our policy is not to comment on or interpret any differences between the forecasts of these two models. 3. Is the annual rate the y/y growth rate? No. We track the annualized quarterly ( q/q ) growth rate of real GDP, not the four-quarter ( y/y ) growth rate. 4. Can we obtain the data underlying this analysis? To make it easier for nowcast followers to better understand and replicate our results, we share the MATLAB code for our model and a snapshot of data sets from the past year on Github at https://github.com/frbny-timeseriesanalysis/nowcasting. The newest releases for all data series are publicly available from source websites; real-time historical data for most series can be retrieved from the St. Louis Fed s ALFRED database. Unfortunately, we cannot provide the complete data set used in our model because the historical data for a handful of series (including the ISM manufacturing and nonmanufacturing indexes) are proprietary. As a consequence, the replication files do not exactly reproduce the published version of the New York Fed Staff Nowcast. Authors New York Fed Time-Series Analysis Team New York Fed / Research & Statistics Group 2018 Federal Reserve Bank of New York Nowcasting Report / January 4, 2019 7