Komodo Times

Monday, 21 September 2026

Study Tests Google Search Data to Nowcast Komodo Airport Arrivals

A 2024 paper in the BPS‑affiliated JSTAR journal tests whether Google Trends data and machine‑learning nowcasting can provide early estimates of passenger arrivals at Komodo Airport, offering a potential tourism indicator ahead of official…

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Editor: Mursyid Sonsang

· Event date: · 6 min read

Open the larger photo. Archive photo: An Indonesia Air Transport , PK-TSO, Fokker 50 operating a scheduled service from Denpasar to Labuan Bajo.
Archive photo: An Indonesia Air Transport , PK-TSO, Fokker 50 operating a scheduled service from Denpasar to Labuan Bajo. · Photo: YSSYguy at English Wikipedia / Wikimedia Commons, CC BY-SA 3.0

Labuan Bajo — A 2024 paper in the BPS Statistics Journal of East Nusa Tenggara tests whether Google search activity can be used to nowcast passenger arrivals at Komodo Airport, offering a potential early signal before official statistics are released. The study uses Google Trends data as a predictor in a machine‑learning framework and explicitly positions its estimates as complementary to, not a replacement for, passenger counts from official statistics.

The article, titled “Pemanfaatan Google Trends dalam Nowcasting Jumlah Kedatangan Penumpang di Bandara Komodo Labuan Bajo” (“Utilization of Google Trends in Nowcasting the Number of Passenger Arrivals at Komodo Labuan Bajo Airport”), is authored by Silas Ino Bily and published in Jurnal Statistika Terapan (JSTAR) Volume 4(2), 2024.

The paper describes Komodo Airport as the primary gateway to Labuan Bajo, a key tourism destination, and uses airport passenger arrivals as a practical proxy for local tourism activity because monthly official tourist‑visit figures for Labuan Bajo are not available.

Timing is central to the research question. According to the paper, Komodo Airport passenger data from BPS are published with a lag, creating a gap between current decision‑making needs and the availability of official statistics. The nowcasting approach aims to narrow that gap by exploiting more timely digital indicators.

How the nowcasting approach works

In the study, nowcasting refers to estimating conditions in the present or the very recent past based on historical data and other contemporaneous signals. Google Trends provides indices of search interest for specific queries and topics, which can be obtained at daily, weekly or monthly frequencies and for periods extending back to 2004. These indices are not counts of searches, but scaled measures of relative interest.

The paper reports a statistically significant correlation between certain trending search terms and actual passenger arrivals at Komodo Airport. Search queries deemed relevant to Labuan Bajo and nearby attractions are selected and used as regressor variables in several machine‑learning models for nowcasting monthly arrivals. Examples mentioned include terms related to beaches, resorts and Komodo Island, which the author argues reflect potential visitors’ preferences and information‑seeking behaviour.

Because travel‑related searches often precede a trip, changes in searches associated with Labuan Bajo can appear before passengers arrive. The paper presents this lead relationship as a way to bridge the gap between fast‑moving digital signals and slower official airport statistics, allowing tourism stakeholders to obtain a preliminary view of demand while waiting for official data.

The study notes that Google’s dominant position in web search underpins the choice of Google Trends as a data source, and cites external market‑share statistics to support this rationale. However, the article also acknowledges that Google Trends measures interest rather than physical movements, and that not every search translates into an actual journey.

What the findings mean for Labuan Bajo

For local authorities, tourism operators and other stakeholders, a nowcast of airport arrivals could provide an earlier indication of shifts in visitor demand. The paper argues that such early signals may help short‑term planning for accommodation, transport, staffing and visitor management, especially in a destination where tourism is seen as a major driver of regional development.

The author links this analytical approach to Labuan Bajo’s broader economic role. The paper cites BPS data showing rapid growth in the accommodation and food‑service sector in West Manggarai, and frames tourism as a significant development opportunity for the regency and for East Nusa Tenggara as a whole. Passenger arrivals at Komodo Airport are presented as a critical indicator for tracking that opportunity.

Regulatory changes at the airport are also highlighted. In April 2024, Komodo Airport in Labuan Bajo was formally designated an international airport under Transportation Ministerial Decree No. KM 31/2024 on the determination of international airports, which lists Bandar Udara Komodo, Labuan Bajo, among the international facilities.

Media reports note that the decision was signed on 2 April 2024 and that the airport’s terminal capacity is designed to handle around 1.1 million passengers per year. The study cites this upgrade and reports that passenger arrivals at Komodo Airport in August 2024 increased sharply, surpassing arrivals at El Tari Airport in Kupang, which had previously recorded the highest passenger numbers in the province, though the paper does not reproduce the underlying passenger totals.

The distinction between a statistical estimate and a confirmed count is a central theme. The author emphasises that Google Trends provides relative search indices, not the number of passengers or tourists, and that search behaviour can reflect media attention or general research that does not result in travel.

The paper concludes that Google Trends can serve as a supporting source for tourism analysis and sustainable destination management, but stresses the need to compare nowcasted figures with later official BPS data to assess accuracy and reliability over time.

Key data points from the study

  • Komodo Airport passenger statistics from BPS are released with a lag, motivating the use of nowcasting techniques to obtain more current estimates.
  • The accommodation and food‑service sector in West Manggarai is reported to have grown strongly in 2023, underscoring tourism’s economic role.
  • Komodo Airport was designated an international airport under Transportation Ministerial Decree No. KM 31/2024, effective April 2024.
  • The paper finds a significant correlation between selected Google search queries and actual passenger arrivals at Komodo Airport, supporting the use of Google Trends as a complementary indicator.

Timeline and publication details

According to the JSTAR record and associated indexing, the article by Silas Ino Bily appears in Jurnal Statistika Terapan Volume 4, Number 2 (2024), pages 69–82, and is available through the journal’s website and the national Garuda indexing service. The paper positions its findings as methodological evidence for data‑driven tourism analysis in Labuan Bajo rather than as a new official passenger‑statistics series.

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