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NOWCASTING REPORT Updated: May 5, 217 The FRBNY Staff Nowcast stands at 1.8% for 217:Q2. News from this week s data releases reduced the nowcast for Q2 by percentage point. Negative surprises from the ISM manufacturing survey as well as import and export data were only partly offset by positive surprises from the employment report. The FRBNY Staff Nowcast is not an of cial forecast of the Federal Reserve Bank of New York, its president, the Federal Reserve System, or the Federal Open Market Committee (FOMC). NY Fed / Research & Statistics Group 217 Federal Reserve Bank of New York Nowcasting Report / May 5, 217 1

1 217:Q2 GDP Growth Nowcast: 1.8 Latest: May 5 Key FRBNY Staff Nowcast 1. 1. Data Releases Housing and construction Manufacturing Surveys Retail and consumption Income Labor International trade -1. Feb 24, 217 Mar 1 Mar 24 Apr 7 Apr 21 May 5 May 19 Jun 2 Jun 16 Jun 3 Jul 14 Jul 28-1. Others Note: Colored bars re ect the impact of each data release on the nowcast. NY Fed / Research & Statistics Group 217 Federal Reserve Bank of New York Nowcasting Report / May 5, 217 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 Apr 7 6 1: AM Apr 11 JOLTS: Job openings: Total Feb Level chg. (thousands) 22.2 118..4.4 8:3 AM Apr 12 Import price index Mar MoM % chg. 4 -.163.32 -.23 8:3 AM Apr 12 Export price index Mar MoM % chg..344.246.6 -.6 8:3 AM Apr 13 PPI: Final demand Mar MoM % chg..184 -.89.51 -.14 8:3 AM Apr 14 Retail sales and food services Mar MoM % chg..63 -.216.358 -.33 8:4 AM Apr 14 CPI-U: All items Mar MoM % chg..27 -.288.1 -.5 8:4 AM Apr 14 CPI-U: All items less food and energy Mar MoM % chg..177 -.122.127 -.38 Data revisions -.41 Apr 14 9 8:3 AM Apr 17 Empire State Mfg. Survey: General business conditions Apr Index 18. 5.2.15 -.199 8:3 AM Apr 18 Housing starts Mar MoM % chg. -7-6.75.25 -.16 8:3 AM Apr 18 Building permits Mar Level chg. (thousands) 17.1 44..3.69 9:2 AM Apr 18 Industrial production index Mar MoM % chg..168 49.321.122 9:2 AM Apr 18 Capacity utilization Mar Ppt. chg..82.342.418.19 8:3 AM Apr 2 Philly Fed Mfg. business outlook: Current activity Apr Index 22.4 2.14 -.5 Data revisions -.17 Apr 2 6 1: AM Apr 25 New single family houses sold Mar MoM % chg. -.28 5.79.13.79 8:3 AM Apr 27 Manufacturers' new orders: Durable goods Mar MoM % chg..25.687.21.14 8:3 AM Apr 27 Merchant wholesalers: Inventories: Total Mar MoM % chg..619 -.79 -.151.15 8:3 AM Apr 27 Manufacturers' shipments: Durable goods Mar MoM % chg. 9.246.111 -.38 8:3 AM Apr 27 Mfrs.' un lled orders: All manufacturing industries Mar MoM % chg..489.221 -.32.8 8:3 AM Apr 27 Manufacturers' inventories: Durable goods Mar MoM % chg..367.119 -.351.87 8:3 AM Apr 28 Real gross domestic product Q1 QoQ % chg. AR 2.7.692 -..1 Data revisions.13 Apr 28 2.33 8:3 AM May 1 PCE less food and energy: Chain price index Mar MoM % chg..156 -.138.257 -.76 8:3 AM May 1 PCE: Chain price index Mar MoM % chg..161 -.231.135 -.53 8:4 AM May 1 Real personal consumption expenditures Mar MoM % chg..37.275.319 -.1 8:5 AM May 1 Real disposable personal income Mar MoM % chg..221.475.39.1 1: AM May 1 ISM mfg.: Pmi composite index Apr Index 55.8 54.8.98 -.12 1: AM May 1 ISM mfg.: Prices index Apr Index 68.6 68.5.16 -.2 1: AM May 1 Value of construction put in place Mar MoM % chg..917 -.21.37 -.41 1: AM May 1 ISM mfg.: Employment index Apr Index 56.7 5.4 -.191 8:5 AM May 3 ADP nonfarm private payroll employment Apr Level chg. (thousands) 164.3 177..848.11 1: AM May 3 ISM nonmanufacturing: NMI composite index Apr Index 54.1 57.5.11.37 8:3 AM May 4 Exports: Goods and services Mar MoM % chg..861 -.866.72 -.124 8:3 AM May 4 Imports: Goods and services Mar MoM % chg. 2 -.728.5 -.113 8:3 AM May 4 Nonfarm business sector: Unit labor cost Q1 QoQ % chg. AR 1.6 2.92.1.2 1: AM May 4 Inventories: Total business Mar MoM % chg..32.112 -.165.31 8:3 AM May 5 All employees: Total nonfarm Apr Level chg. (thousands) 2.1 211..48.78 8:3 AM May 5 Civilian unemployment rate Apr Ppt. chg..33 -.1 -.236.31 Data revisions -.2 May 5 1.8 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, for legibility. NY Fed / Research & Statistics Group 217 Federal Reserve Bank of New York Nowcasting Report / May 5, 217 3

2 217:Q1 GDP Growth Key FRBNY Nowcast Advance GDP estimate Data Releases 1. 1. Housing and construction Manufacturing Surveys Retail and consumption Income Labor International trade -1. Nov 25, 216 Dec 9 Dec 23 Jan 6, 217 Jan 2 Feb 3 Feb 17 Mar 3 Mar 17 Mar 31 Apr 14 Apr 28-1. Others Note: Colored bars re ect the impact of each data release on the nowcast. NY Fed / Research & Statistics Group 217 Federal Reserve Bank of New York Nowcasting Report / May 5, 217 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 Mar 31 2.87 1: AM Apr 3 ISM mfg.: Pmi composite index Mar Index 57.7 57.2.23 -.12 1: AM Apr 3 ISM mfg.: Prices index Mar Index 67.1 7.3.1 1: AM Apr 3 Value of construction put in place Feb MoM % chg..93.759.18.12 1: AM Apr 3 ISM mfg.: Employment index Mar Index 54.8 58.9.8.34 8:3 AM Apr 4 Exports: Goods and services Feb MoM % chg. 1.2.187.47 -.39 8:3 AM Apr 4 Imports: Goods and services Feb MoM % chg..733-1.77.36 -.9 1: AM Apr 4 Inventories: Total business Feb MoM % chg..487.32 -.72.12 8:5 AM Apr 5 ADP nonfarm private payroll employment Mar Level chg. (thousands) 252.7 264..191.2 1: AM Apr 5 ISM nonmanufacturing: NMI composite index Mar Index 58.3 55.2.1 -.3 8:3 AM Apr 7 All employees: Total nonfarm Mar Level chg. (thousands) 224.6 98..129 -.16 8:3 AM Apr 7 Civilian unemployment rate Mar Ppt. chg. -.49 -.2 -.119.18 Data revisions.58 Parameter revisions -.39 Apr 7 2.82 1: AM Apr 11 JOLTS: Job openings: Total Feb Level chg. (thousands) 22.2 118..19.2 8:3 AM Apr 12 Import price index Mar MoM % chg. 4 -.163.9 -.6 8:3 AM Apr 12 Export price index Mar MoM % chg..344.246.2 -.2 8:3 AM Apr 13 PPI: Final demand Mar MoM % chg..184 -.89.18 -.5 8:3 AM Apr 14 Retail sales and food services Mar MoM % chg..63 -.216.115 -.98 8:4 AM Apr 14 CPI-U: All items Mar MoM % chg..27 -.288.33 -.16 8:4 AM Apr 14 CPI-U: All items less food and energy Mar MoM % chg..177 -.122.45 -.13 Data revisions -.43 Apr 14 2.64 8:3 AM Apr 17 Empire State Mfg. Survey: General business conditions Apr Index 18. 5.2. -.6 8:3 AM Apr 18 Housing starts Mar MoM % chg. -7-6.75.8 -.35 8:3 AM Apr 18 Building permits Mar Level chg. (thousands) 17.1 44..1.22 9:2 AM Apr 18 Industrial production index Mar MoM % chg..168 49.18.41 9:2 AM Apr 18 Capacity utilization Mar Ppt. chg..82.342.137.36 8:3 AM Apr 2 Philly Fed Mfg. business outlook: Current activity Apr Index 22.4 2 -.. Data revisions -.41 Apr 2 2.65 1: AM Apr 25 New single family houses sold Mar MoM % chg. -.28 5.79.4.24 8:3 AM Apr 27 Manufacturers' new orders: Durable goods Mar MoM % chg..25.687.8.5 8:3 AM Apr 27 Merchant wholesalers: Inventories: Total Mar MoM % chg..619 -.79 -.22.16 8:3 AM Apr 27 Manufacturers' shipments: Durable goods Mar MoM % chg. 9.246.44 -.15 8:3 AM Apr 27 Mfrs.' un lled orders: All manufacturing industries Mar MoM % chg..489.221.1 -. 8:3 AM Apr 27 Manufacturers' inventories: Durable goods Mar MoM % chg..367.119 -.45.11 Data revisions.3 Apr 28 2.7 8:3 AM Apr 28 Real gross domestic product (advance) Q1 QoQ % chg. AR 2.7.69 We have concluded our updates of the Q1 nowcast 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, for legibility. NY Fed / Research & Statistics Group 217 Federal Reserve Bank of New York Nowcasting Report / May 5, 217 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 ow 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- ltering 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. 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 speci ed 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 de ned 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. 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, References Banbura, M., D. Giannone, M. Modugno, and L. Reichlin. 213. Nowcasting and the Real-Time Data Flow. In G. Elliott and A. Timmermann, eds., Handbook of Economic Forecasting, Vol. 2. Amsterdam: Elsevier-North Holland. Giannone, D., L. Reichlin, and D. Small. 28. Nowcasting: The Real-Time Informational Content of Macroeconomic Data. Journal of Monetary Economics 55, no.4 (May): 665-76. NY Fed / Research & Statistics Group 217 Federal Reserve Bank of New York Nowcasting Report / May 5, 217 6

Nowcasting Report FAQs 1. For how long do you report a quarter? We start reporting the nowcast of GDP growth for a reference quarter about one month before the quarter begins; we stop updating it about one month after the quarter closes. Precise dates are related to the Commerce Department s schedule for the release of of cial GDP estimates. For example, we began reporting 216:Q1 on November 2, 215, just after the government released the second GDP estimate for 215:Q3. We stopped updating the nowcast for 216:Q1 on April 28, 216, with the release of the advance GDP estimate for the reference quarter. We continued reporting 216:Q1 until the second GDP estimate for the quarter became available. At that point, we started computing the nowcasts for 216:Q3. 2. What are the major conceptual differences between the FRBNY Staff Nowcast and the Atlanta Fed's Nowcast? The FRBNY Staff Nowcast and the Atlanta Fed s GDPNow are both based on statistical ltering 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 FRBNY 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 FRBNY 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 GDP, not the four quarters ( y/y ) growth rate. 4. Can we obtain the data underlying this analysis? We are not making the underlying data available at this time. The tables list the data series employed in calculating our estimates. Sources include the U.S. Bureau of Labor Statistics, Institute for Supply Management, U.S. Census Bureau, U.S. Bureau of Economic Analysis, the New York and Philadelphia Feds, the Fed Board of Governors, and the ADP (Automatic Data Processing, Inc.). Authors FRBNY Time-Series Analysis Team NY Fed / Research & Statistics Group 217 Federal Reserve Bank of New York Nowcasting Report / May 5, 217 7