DFROG — De Nederlandsche Bank's Machine-Learning-Tested Nowcasting Model for GDP Growth
Netherlands
DNB's DFROG nowcasting model has tracked Dutch GDP growth in real time since 2024, publishing monthly estimates; a decade-long evaluation …
Indonesia · Jakarta · See the Indonesia profile
Pulse Lab Jakarta, a joint Bappenas/UN Global Pulse facility, built a machine-learning model nowcasting Indonesian food prices from Twitter data, validated over 15 months and extended via a 200-reporter, 65,000-datapoint citizen-pricing pilot in West Nusa Tenggara.
Pulse Lab Jakarta was established in 2012 as a joint facility of Indonesia's Ministry of National Development Planning (Bappenas) and UN Global Pulse, working with the World Food Programme (WFP) and the FAO. From 2014, the lab developed a 'nowcasting' model that estimates near-real-time prices for four food commodities — beef, chicken, onion and chili — by mining public Twitter posts, as an early-warning input alongside official statistics for national food-security and inflation policymaking.
The modelled prices were validated against official government price data over roughly 15 months and reported as 'closely correlated,' though the exact correlation coefficient could not be independently confirmed from an accessible published source. The approach was extended through a companion citizen-reporter pilot in West Nusa Tenggara (NTB), where more than 200 volunteer reporters, recruited online and compensated with mobile-phone credit, submitted more than 65,000 individual price data points over 10 weeks via a mobile app — addressing gaps where traditional government surveys are slow, costly or hard to run in remote markets.
The lab was rebranded and expanded as UN Global Pulse Asia Pacific in 2023, and its partnership with Bappenas remains active. However, whether the original food-price nowcasting tool is still used operationally inside government inflation-monitoring workflows today, as opposed to having been a proof-of-concept that informed later systems, is not clearly documented in available sources.
Read the full analysis: https://www.unglobalpulse.org/project/nowcasting-food-prices-in-indonesia-using-social-media-signals-2014/
Implementation detail (cost, timeline, staffing, conditions for success) is not yet available for this practice.
Where this practice's information was retrieved from, and when.
Netherlands
DNB's DFROG nowcasting model has tracked Dutch GDP growth in real time since 2024, publishing monthly estimates; a decade-long evaluation …
Poland
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Croatia
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Canada
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