Haver’s data services are provided through the DLX platform; delivering tools for data management, visualization, modeling and publishing. DLX is designed to increase productivity and integrates with Excel, PowerPoint, and major statistical software packages; MatLab, R, Python, SAS, E-views and Stata. DLX component application DLXVG3 offers precision graphics, publishing, analytic tools, and easy navigation for all Haver databases.

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Chart and compare multiple data series with accompanying data table of values

Advanced functions (growth rates, moving averages, aggregation, seasonal adjustment)

Analytical tools (cycle charts, scatterplots, trend lines, and recession shading)

Complete graph customization (axis scaling, sizing, formatting, styles)

Excel and PowerPoint direct export and complete integration (dynamic spreadsheets and presentations update on a click)

DLXVG3

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DLX Add-ins for all versions of Excel provide instant data updates of entire workbooks

Use DLXVG3 to locate data series codes from within any file, easily creating new spreadsheets for analysis

Edit date ranges, archive data, apply functions

Excel Spreadsheet Add-ins

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Haver offers timely, accurate, and professionally supported data via an update service, meeting the strictest demands of the institutional research community

AutoUpdate provides fast and reliable data updates within seconds of source releases

Timer service runs continuously on an hourly basis when DLX is running

Manual updates offer clients the independence to update data retrievals on any desired schedule

All database updates retrieve only the data series that have changed and send only the data points that have been updated; including revisions

Timely Updates

DLX software tools to convert data into many different formats needed for diverse analytical frameworks

Haver supports a DLX API permitting clients to leverage and build processes with DLX data

Database Compatibility

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Data Link Express

Platform Independent site delivering DLX Databases across any workstation or device.

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HaverView

[Matlab](http://matlab.com) by The MathWorks lets you access, visualize, and analyze historic time-series data to identify patterns or uncover complex relationships. From within a single environment you can:

- Access data from multiple sources including files, spreadsheets, databases, data providers, and the Web
- Store data in financial time-series objects to simplify data management, data transformation, missing-data handling, and date-math calculations
- Perform technical analysis with moving averages, oscillators, stochastics, and indices
- Create custom analysis routines and visualizations or animations to capture, present, and share your analysis processes and discoveries
- Customize your analysis environment with advanced functionality from signal processing, statistics, or econometrics

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MATLAB

[Stata Data Analysis and Statistical Software](https://www.stata.com) by StataCorp LP is an integrated statistical package designed for researchers of all disciplines. It provides the ability to do data analysis, data management and graphics and has features such as multiple imputation, factor variables, GMM, competing-risks regression, state-space modeling, predictive margins, and more.

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Stata

[SAS](https://www.sas.com) provides an integrated environment for predictive and descriptive modeling, data mining, text analytics, forecasting, optimization, simulation, experimental design and more. From predictive analytics to model deployment and process optimization, SAS provides a range of techniques and processes for the collection, classification, analysis and interpretation of data to reveal patterns, anomalies, key variables and relationships, leading ultimately to new insights and better answers faster.

[SASEHAVR](http://support.sas.com/documentation/cdl/en/etsug/67525/HTML/default/viewer.htm#etsug_sasehavr_gettingstarted01.htm) is a seamless interface between Haver and SAS data processing that enables SAS users to read economic and financial time series data that reside in a Haver Analytics DLX (Data Link Express) database. [SASEHAVR](http://support.sas.com/documentation/cdl/en/etsug/67525/HTML/default/viewer.htm#etsug_sasehavr_gettingstarted01.htm) requires both SAS/ETS and Base SAS Software.

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[RATS (Regression Analysis of Time Series) Econometric Software](https://estima.com) by Estima is a leading econometrics and time-series analysis software package. It provides ability to do linear and non-linear least squares, forecasting, SUR and ARIMA models and in addition, supports advanced techniques such as GMM, ARCH and GARCH models, state space models, and more.

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RATS

Session 1: Bootcamp Part 1

Visualization with GGPlot2 and data analysis

Session 2: Bootcamp Part 2

Session 3: Univariate Models Part 1

Session 4: Univariate Models Part 2

Session 5: Vector Autoregressions

Session 6: Cointegration and error-correction models

Estimating, evaluating, and forecasting ARIMA models

Understanding the concept of non-stationarity and testing for unit roots

Estimating autoregressions, granger causality tests, and impulse response functions

Understanding the concept of cointegration and testing using the Enger-Granger test

Estimating and forecasting with vector error correction models

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Teaches econometrics and forecasting at the University of Colorado Denver. He has over 15 years of econometric experience in both the private and public sector.

Daniel L. Jerrett, Ph.D.

Abdel M. Zellou, Ph.D.

Bootcamp and Econometric Tools 1 & 2

Econometrics Training: Applied Time Series in R

Session 5: Multivariate Models Part 1

Session 6: Multivariate Models Part 2

Haver partners with Clear Future Consultants to offer a two week immersive online course introducing participants to the power of the Python programming language. This applied hands-on training develops statistical economics skills with a concentration on economics and finance.

Gain proficiency in building modern time-series models in Python through real-world applications. Designed for professionals in both the public and private sector, the course does not require prior experience, assuming only that participants have a basic understanding of regression and statistical concepts.

Proficiency working in Jupyter notebooks and the Python environment

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Remote Training: Applied Time Series in Python

Tom Moeller

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The Consumer Price Index increased 0.3% during November, up from four consecutive months of 0.2% gain. Expectations had been for a 0.2% rise in the Action Economics Forecast Survey. The y/y increase picked up to 2.7% from 2.6% in October and was the quickest rise in four months. The three-month increase rose to 3.0% (AR) from 2.5% but remained below the 4.6% high in April of this year. Prices excluding food & energy rose an expected 0.3% for the fourth consecutive month. Core consumer prices increased 3.7% (AR) during the last three months, up from 1.6% in July, and 3.3% y/y. Food prices rose 0.4% last month (2.4% y/y) after a 0.2% gain while energy prices rose 0.2% (-3.2% y/y) after holding steady in October.

The CPI less food, energy and shelter, another measure of core pricing power, rose 0.3% after a 0.2% gain. The 2.2% y/y rise was increased from a July low of 1.7% but remained below the 7.6% y/y peak in February 2022. It compared to a low of 0.3% y/y in May 2020.

Services costs less energy rose a steady 0.3% in November (4.6% y/y). Shelter costs rose 0.3% following a 0.4% rise in October. Its 4.7% y/y rise compares to an 8.2% peak in March 2023. Owners’ equivalent rent of primary residences increased 0.2% (4.9% y/y), following a 0.4% rise and was the weakest increase since April 2021. Rents of primary residences rose a similarly depressed 0.2% (4.4% y/y) after two consecutive months of 0.3% rise, but the cost of lodging away from home surged 3.2% (3.7% y/y) following a 0.4% October gain. Transportation service prices held steady last month (+7.1% y/y) after rising 0.4% in October, as public transportation prices also were unchanged (2.9% y/y) after a 2.4% October surge. Medical care service costs rose 0.4% (3.7% y/y) the same as in October. Education & communication prices eased 0.2% (+1.8% y/y) for the second straight month. Recreation services prices rose 0.7% (3.5% y/y), the same as in October.

During November, the CPI for goods less food & energy increased 0.3% (-0.6% y/y) after holding steady in October. Home furnishings prices rose 0.7% (-1.0% y/y), as appliance costs also rose 0.7% (-1.0% y/y).  Apparel costs rose 0.2% (1.1% y/y) after a 1.5% decline. Education & communication product costs fell 1.1% (-5.4% y/y) the same as in October while medical care product prices declined 0.1% (NSA, +0.4% y/y) in November. Prices for recreation products weakened 0.5% (-1.5% y/y), the fourth decline in five months. Transportation product prices rose 0.9% (-1.4% y/y) after improving 0.8%. New vehicle prices rose 0.6% (-0.7% y/y) after holding steady while used car & truck prices strengthened 2.0% (-3.4% y/y) after a 2.7% rise.

Food prices rose 0.4% (2.4% y/y) in November following a 0.2% October increase. Egg prices rebounded 8.2% (37.5% y/y) after a 6.4% decline. Meat, poultry & fish prices rebounded 1.1% (1.5% y/y) after falling 0.8% while cereal & bakery product prices weakened 1.1% (-0.5% y/y) after a 1.0% rise. Fruit & vegetable prices rose 0.2% (1.1	% y/y) after increasing 0.4%, while dairy prices eased 0.1% (+1.2% y/y) after rising 1.0% in October. Nonalcoholic beverage prices rose 1.5% (2.8% y/y) after a 0.4% October rise.

Energy prices rose 0.2% (-3.2% y/y) in November after holding steady in October. Gasoline prices rose 0.6	% (-8.1% y/y) after three straight monthly declines. Amongst other energy products, fuel oil & propane prices rose 0.4% (-10.7% y/y) after declining 2.2%. Electricity prices eased 0.4% (3.1% y/y) after a 1.2% gain, while natural gas prices jumped 1.0% (1.8% y/y) following a 0.3% October gain.

The Consumer Price figures can be found in Haver's **USECON** database. The expectations figure is contained in the **AS1REPNA** database.

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- Food prices pick up.
- Services price gains remain steady.
- Core goods prices pick up.

U.S. CPI Picks Up Modestly in November; Core Prices Rise Steadily

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The U.S. Treasury Department reported a U.S. government budget deficit of $624.2 billion budget deficit for the first two months of FY 2025 after a $380.6 billion deficit for the first two months of FY’24. For November alone, the government ran a budget deficit of $366.8 billion, which compared to a deficit of $314.0 billion twelve months earlier. The Action Economics Forecast Survey expected a $356.5 billion deficit in November.

Overall revenues this fiscal year so far declined 7.3% y/y as individual income tax receipts fell 11.6% y/y. The level of corporate tax receipts nearly halved y/y. Social insurance revenues increased 7.4% y/y and excise taxes increased 34.0% y/y in FY’25. Customs duties rose 6.1% y/y in the first two months of FY’15.

Federal government outlays increased 18.3% y/y in early FY’25 after a 16.7% rise early in FY’24. Defense spending rose 13.7% y/y, as it did early in FY’24. Social Security outlays rose 6.9% y/y after rising 12.0% y/y in FY’24. Interest payments rose 8.0% y/y in FY’25 after a 63.7% rise a year earlier. Health program spending rose 12.0% y/y after holding steady early in FY’24 while Medicare payments doubled y/y. Income security outlays rose 31.8% y/y compared to a 15.1% y/y decline in the first two months of FY’24.

Haver's data on Federal Government receipts & outlays are contained in **USECON**. The expectations figure is in the **AS1REPNA** database.


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- Personal income tax receipts weaken.
- Corporate tax payments roughly halve y/y.
- Social Security spending fuels outlay growth.

U.S. Government Budget Deficit Deepens So Far in FY 2025

Kathleen Stephansen, CBE

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Mortgage applications in the week ended December 6 increased 5.4% (15.9% y/y) after rising 2.8% (18.1% y/y) in the week ended November 29. Applications for loans to purchase a house dropped 4.1% (+3.5% y/y) in the December 6 week, after a rise of 5.6% (11.8% y/y) in the November 29 week, while applications to refinance a loan surged 27.2% (42.2% y/y) in the latest week after declining 0.6% (+33.5% y/y) the week before. These data are from the Mortgage Bankers Association's (MBA) Weekly Mortgage Applications Survey and the amounts quoted here are seasonally adjusted.

The effective interest rate on a 30-year fixed rate loan was 6.86% in the week ended December 6, down slightly from 6.89% in the November 29 week. The rate on a 5-year ARM dropped 50bps to 5.96% in the latest week from 6.46% in the November 29 week, still higher than 5.84% in mid-September. The rate on a 30-year jumbo loan was 6.94% in the week ended December 6, down slightly from 6.96% in the November 29 week, but slightly higher than 6.90% in mid-October.

The share of applications to refinance an existing mortgage was 46.8% in the December 6 week, sharply higher than the 38.7% share in the November 29 week. The largest share in recent months was 55.7% the week of September 20. The share of applications for ARMs was 5.3% in the latest week, down from 6.0% in the November 29 week. The last time the share was 5.3% was in the week ended February 25, 2022.

The average loan size in the December 6 week was $368,200, down 2.5% from $377,600 in the November 29 week, and up 3.6% from a year ago. The average size of an application for a loan to purchase a house was $416,200 in December 6 week, down from $431,900 in the week before, while the average size of an application to refinance an existing loan increased to $313,600 in the latest week from $291,500 in the November 29 week.

The Mortgage Bankers Association Survey covers 75% of all U.S. retail residential mortgage applications and has been conducted weekly since 1990. Respondents include mortgage bankers, commercial banks and thrifts. The base period and value for all indexes is March 16, 1990=100. The figures for weekly mortgage applications and interest rates are available in Haver’s **SURVEYS** database.

- Applications to purchase a house drop, while applications to refinance surge.
- Slight decrease in rates on 30-year fixed-rate loans.
- Average loan size decreases modestly.

U.S. Mortgage Applications Rise in the December 6 Week

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U.S. nonfarm business productivity (output per hour) increased an unrevised 2.2% (SAAR) during Q3’24 after a 2.1% rise in Q2 and a 0.7% Q1 gain. The figure matched expectations in the Action Economics Survey. The 2.0% y/y increase remained below its 2.7% gain in 2023 (Q4/Q4) but was improved from a 1.4% decline in 2022. It also was greatly improved versus the 1.2% average between 2009 and 2019. Nonfarm business output increased 3.5% (2.8% y/y) after a 3.0% gain, revised from 3.5%, while hours-worked rose 1.2% (0.7% y/y) after increasing 0.9%.

Compensation growth slowed to 3.1% (4.3% y/y), revised from 4.2%, after a slightly revised 4.8% gain. As a result, unit labor costs grew 0.8% (2.2% y/y) last quarter, revised from 1.9% after a 1.1% decline, revised from a 2.4% increase. The Action Economics survey expected unit labor costs to rise 1.6% last quarter.

In the manufacturing sector, productivity in Q3 improved 0.9% (0.6% (y/y), revised from 1.0%, after rising a minimally changed 0.2% in Q2 and falling 0.7% in Q1. Compensation grew 2.6% (2.4% y/y), revised from 6.4%, following a 5.6% decline in Q2, revised from a 6.2% rise. Unit labor costs rose 1.7% (1.8% y/y), revised from 5.3%, after a 5.8% fall, revised from a 5.8% increase.

The productivity and labor cost data are available in Haver’s **USECON** database. The Action Economics expectations figures are in the **AS1REPNA** database.

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- Annual increase remains below last year’s gain.
- Compensation growth dips.
- Increase in unit labor costs slows.

U.S. Productivity Growth Is Steady & Unrevised in Q3’24

Winnie Tapasanun

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The NFIB Small Business Optimism Index rose to 101.7 in November, the seventh m/m rise in eight months and the highest level since June 2021, following a 2.2-point increase to 93.7 in October, according to the November 2024 Small Business Economic Trends survey conducted by the National Federation of Independent Business. This was the first time in 35 months that the index was above the 50-year average of 98. The index was also up from its recent low of 88.5 in March 2024, 90.6 in November 2023, and a low of 89.0 in April 2023; nevertheless, having remained below a high of 102.5 in June 2021. Nine of the 10 index components rose, none fell, and one was unchanged. The NFIB Small Business Uncertainty Index fell to 98 in November, the lowest level since August, from a record-high 110 in October; however, it was well above its recent low of 65 in November 2023 and a low of 55 in June 2022.

The outlook for business conditions in the next six months turned positive in the latest survey. The net balance of respondents expecting the economy to improve jumped to 36% in November, the sixth m/m rise in seven months and the highest level since June 2020, after a seven-point increase to -5% in October; it was significantly above a record low of -61% in June 2022. Expected real sales gained to a net 14% in November following a five-point rise to -4% in October, posting the highest level since February 2020. The latest reading was up from a low of -21% in May 2023 and a low of -29% in July 2022. A net -13% of respondents reported higher nominal sales in the past three months, up from -20% reported in October and registering the highest reading since June. The latest reading, however, was down from the most recent positive reading of 1% in May 2022 and a peak of 9% in June 2021.

Plans to make capital outlays rose to 28% in November from 22% in October, up from a low of 19% in September and a low of 19% in April 2023. The November number posted the highest reading since January 2022; nevertheless, having remained below a high of 31% in October 2021. Plans to expand the business advanced to 14% in November following a two-point increase to 6% in October; the latest figure, up from a low of 2% in March 2023, registered the best reading since a high of 15% in June 2021. Meanwhile, expected credit conditions edged up to -5% in November after a two-point increase to -6% in October; the latest number was slightly above its recent high of -6% in February 2024 but below a high of -4% in May 2022 and a high of -3% in November 2021.

On the labor front, labor markets remained relatively tight. Forty-eight percent of respondents reported that qualified workers to fill job openings were hard to find in November, up from 46% in October. These numbers were below a high of 57% in September 2023, a high of 61% in May 2022, and a peak of 62% in September 2021. A net 18% planned to increase employment in November, up from 15% in October and 15% in September, but it was down from a high of 26% in May 2022 and a peak of 32% in August 2021. Notably, 36% reported positions not able to be filled in November, up from 35% in October and registering the highest since August. These figures remained below a high of 51% in May 2022.

Overall earnings trends continued to improve in November while having remained in negative territory since December 2019. The figure increased to -26% in November, still a poor reading, following a one-point uptick to -33% in October; these numbers were below a high of -18% in March 2023.

On the pricing front, inflation pressures, while trending down, remained at an inflationary level. The net percent raising their average selling prices rose to 24% in November after a one-point decline to 21% in October; these numbers, however, were slightly down from 25% in November 2023 and well below a high of 66% in March 2022. The percentage planning to raise prices rose to 28% in November following a one-point increase to 26% in October; these figures were below 34% in November 2023 and a high of 52% in March 2022.

Wage inflation was still relatively high in the November survey. A net 32% of respondents raised compensation during the last three months, slightly up from 31% reported in the October survey. However, it was down from a high of 46% in February 2023 and a peak of 50% in January 2022. A net 28% of firms planned to raise worker compensation in the next three months, up from 23% reported in October and registering the highest reading since December 2023; nevertheless, having remained below a high of 30% in November 2023 and a high of 32% in October 2022.

Inflation continued to be an issue facing small businesses, as reported by 20% of NFIB members in November as the single most important problem. Registering the lowest reading since January 2024, the November figure was down from 23% in October and a peak of 37% in July 2022. The quality of labor was the second important concern with 19% in November, slightly down from 20% in October. Other concerns (in November vs. October) included taxes (14% vs. 16%), the cost of labor (11% vs 8%), and government requirements (8% vs. 8%).

According to the Small Business Administration, there are 33 million small businesses in the United States, which employ 62 million workers. The NFIB surveys anywhere from 500 to 2000 respondents each month and the typical firm employs 10 people and reports gross sales of about $500,000 a year. The NFIB figures can be found in Haver’s **SURVEYS** database.

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- November NFIB Small Business Optimism Index up 8.0 pts. to 101.7.
- Uncertainty Index down 12 pts. to a three-month-low 98.
- Expectations for economy up 41 pts. to 36%, the highest since June ’20.
- Expected real sales up 18 pts. to 14%, the highest since February ’20.
- Inflation (20%) remains top business problem, followed by Quality of Labor (19%); both slightly down from October.

U.S. NFIB Small Business Optimism Index Jumps in November; Highest Level Since June ’21

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Sweden: NCI Economic Activity Index (Dec)

Qtrly Financial Report (Q3), Productivity & Costs (Q3-final)

Labor Productivity, Output Labor Cost, Labor Market, Average Earnings (Oct)

Banking Statistics on Payment Operations, Individual Deposit Accounts (Q3)

Business Confidence Index (Nov), Manufacturing Production and Sales, Mining Production and Sales (Oct)