Giter VIP home page Giter VIP logo

nowcasting's Introduction

Nowcasting

This code implements the nowcasting framework described in "Macroeconomic Nowcasting and Forecasting with Big Data" by Brandyn Bok, Daniele Caratelli, Domenico Giannone, Argia M. Sbordone, and Andrea Tambalotti, Staff Reports 830, Federal Reserve Bank of New York (prepared for Volume 10 of the Annual Review of Economics).

Note: These example files do not exactly reproduce the New York Fed Staff Nowcasting Report released every Friday because data redistribution restrictions prevent us from providing the complete data set used in our model.

Download instructions

Download the code as a ZIP file by clicking the green 'Clone or download' button and selecting 'Download ZIP'.

File and folder description

  • data/ : example US data downloaded from FRED
  • functions/ : functions for loading data, estimating model, and updating predictions
  • example_DFM.m : example script to estimate a dynamic factor model (DFM) for a panel of monthly and quarterly series
  • example_Nowcast.m : example script to produce a nowcast or forecast for a target variable, e.g., real GDP growth
  • ResDFM.mat : example DFM estimation output
  • Spec_US_example.xls : example model specification for the US

Required software and versioning

MATLAB is required to run the code. The code was tested in MATLAB R2015b and later versions. Functionality with earlier versions of MATLAB is not guaranteed.

nowcasting's People

Contributors

eric-qian avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.