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北陸観光の実態を位置情報データから見てみた その2

I'm Akimoto, a researcher at Dentsu Inc. Human Flow Lab. As the second installment of our "Location-Based Big Data" series, we'll examine changes in human flow patterns with a focus on "Hokuriku Tourism."

The Hokuriku region saw the opening of the Hokuriku Shinkansen in March 2015, and we often hear that "tourism has grown significantly" and "not only Japanese but also many foreign tourists are visiting." On the other hand, concerns have also been raised: "Is Kanazawa the only winner?" "Isn't Nagano being bypassed?" "Could a straw effect toward the Tokyo metropolitan area occur?"

The straw phenomenon refers to the situation where high-speed transportation networks connect metropolitan areas and regional areas, leading to consumption and talent being sucked away from the regions to the metropolitan areas.

 

Starting this time, we'll examine changes in human movement before and after the Hokuriku Shinkansen's opening over a four-part series, utilizing mobile phone location big data and open data. Since we're focusing on the period around the opening, some data is approximately one year old; please bear with us on that point.

As with previous installments, this series was created in collaboration with NewsPicks.

First, let's confirm how transportation convenience changed around the Hokuriku Shinkansen's opening.

Travel time between Tokyo and Kanazawa reduced by approximately 1 hour and 20 minutes東京~富山/金沢間の所要時間

With the Hokuriku Shinkansen opening, travel time between Tokyo and Kanazawa was reduced by 79 minutes to 2 hours 28 minutes, and between Tokyo and Toyama by 63 minutes to 2 hours 8 minutes. While Kanazawa benefits most from these reduced travel times, we're curious how visitor numbers changed for the intermediate stations, Nagano and Toyama.

 

大阪/名古屋~富山間の所要時間Furthermore, the opening of the Hokuriku Shinkansen has also changed transportation links with the Kansai and Chubu regions. Travel times between Osaka and Toyama, and between Nagoya and Toyama, have both been slightly reduced. However, limited express trains that previously ran directly to Toyama now terminate at Kanazawa, requiring passengers to transfer to either the Shinkansen or conventional lines for the Kanazawa-Toyama segment. I am curious about the extent to which this transfer requirement has impacted visitor numbers from the Kansai and Chubu regions.
 

Toyama, Ishikawa, and Nagano Prefectures all show year-on-year increases in overnight visitors延べ宿泊者数 対前年比推移

Now let's examine the opening effect.

First, we'll examine the increase or decrease in lodging guest numbers—a significant indicator for the tourism industry—using open data. Comparing the same period year-on-year, we examined the total number of overnight stays in Toyama, Ishikawa, and Nagano Prefectures (Japan Tourism Agency "Overnight Travel Statistics Survey"). Since the Hokuriku Shinkansen opened in mid-March 2015, the period before January-March 2015 (Q1) is considered pre-opening, and April-June 2015 (Q2) onwards is post-opening.

The most striking growth is seen in Toyama Prefecture, where the number of overnight stays jumped significantly to 120% year-on-year in April-June 2015 (Q2), immediately after opening. Ishikawa Prefecture similarly showed growth close to 120% right after opening. Nagano Prefecture, where concerns existed about the risk of travelers bypassing it, also turned positive year-on-year, resulting in increased overnight stays for all three prefectures.

On the other hand, the growth rate began to decline from October to December 2015 (Q4), suggesting the boom was starting to settle down. 客室稼働率の推移

Next, let's examine the occupancy rate of lodging facilities (an indicator showing the actual number of stays relative to the total number of available rooms). This also saw significant growth after opening, with Toyama Prefecture rising to around the national average. Ishikawa Prefecture significantly exceeded the national average, reaching 72.9% in July-September 2015 (Q3) (ranking 8th nationally for that period). 客室稼働率

Examining Ishikawa Prefecture's occupancy rate for July-September 2015 (Q3) by accommodation facility size and type reveals higher occupancy rates for medium-sized and larger facilities. Business hotels and city hotels recorded an occupancy rate of 86%, suggesting they were nearly fully booked throughout this period.

Setting conditions for aggregating location-based big data

"What kind of people started moving due to the Hokuriku Shinkansen opening?" To understand the attributes of these people, we utilize Mobile Spatial Statistics data with the cooperation of Docomo Insight Marketing.

Mobile Spatial Statistics is statistical population information estimated 24 hours a day, 365 days a year, by gender, age group, and residence, using NTT DOCOMO's mobile phone network infrastructure. It is Japan's largest location-based big data, with a sample size of approximately 70 million contracts nationwide. This data allows for hourly population tracking (people per hour) and analysis considering dwell time (passers-by and those who stayed are not counted identically).

 

Since the period immediately after opening is most effective for gauging impact, we selected the 2015 Golden Week period—the first major holiday after opening—specifically using the average values from May 4th and 5th, 2015. The timeframe was set to the 4 a.m. hour, corresponding to the overnight stay period, and visitors to Ishikawa, Toyama, and Nagano Prefectures were aggregated by prefecture.

Now, let's examine which prefectures the visitors from these three prefectures came from (visitors staying during the 4 a.m. hour are considered visitors). 石川県来訪者の都道府県別内訳

This time, Ishikawa Prefecture, which benefited most from the reduced travel time from the Tokyo metropolitan area, attracted visitors in a well-balanced manner from Tokyo, Aichi, and Osaka. 石川県来訪者の年齢別内訳

 Focusing specifically on visitors from the Tokyo metropolitan area, which includes many Shinkansen users, we examined the age composition. Growth is seen across all age groups.

Visitors to Toyama Prefecture: Significant increase in those in their 30s and 40s; slight decrease from Osaka Prefecture富山県来訪者の都道府県別内訳

Next, let's look at Toyama Prefecture. Visitors from Tokyo and Aichi Prefecture increased, but those from Osaka Prefecture saw a slight decrease. This appears to be influenced by the Thunderbird train's final stop now being Kanazawa Station. 富山県来訪者の年齢別内訳

Regarding the age composition of visitors from the Tokyo metropolitan area, those in their 30s and 40s have increased significantly. Compared to Ishikawa Prefecture, the slight increases in those in their 20s and 60s are more modest.

No need to worry about Nagano Prefecture being bypassed

長野県来訪者の都道府県別内訳

Next, let's look at Nagano Prefecture. Due to its geographical proximity, the number of visitors from Tokyo is very high. Since the number of visitors from the Tokyo metropolitan area has not decreased, the phenomenon of bypassing due to the opening of the Shinkansen seems not to be a concern.

Minimal impact from the straw effect

ストロー現象の有無

To assess the straw effect, we examined outflow and inflow patterns. We compared the "year-on-year change in the number of Toyama/Ishikawa residents staying in the Tokyo metropolitan area" as outflow and the "year-on-year change in the number of Tokyo metropolitan area residents staying in Toyama/Ishikawa" as inflow. Both outflow and inflow numbers show an upward trend, indicating increased interaction between Toyama/Ishikawa and the Tokyo metropolitan area. Both Toyama and Ishikawa show a net inflow, suggesting the impact of the straw effect is minimal.
長野県との交流度

Next, to examine changes in the level of interaction between Toyama Prefecture and Nagano Prefecture, and between Ishikawa Prefecture and Nagano Prefecture, we checked the outflow and inflow situations in the same manner as before. We found that outflow from both Toyama and Ishikawa Prefectures to Nagano Prefecture had increased, while inflow from Nagano Prefecture to both prefectures had decreased.

This resulted in a somewhat uneven exchange, failing to show a mutual increase in interaction levels.

Summary: Ishikawa and Toyama Prefectures saw a significant increase in visitors from Tokyo石川・富山県は東京からの来訪者を大きく増やした

What did you think of this look at "Hokuriku Tourism" through location-based big data?

Next time, based on this data, we'll hear from tourism industry professionals residing in Toyama.

NewsPicks: NewsPicks offers original articles created by Japan's top infographic editors, providing business-related information in an easy-to-understand format.

Mobile Spatial Statistics are population statistics created using NTT DOCOMO's mobile phone network infrastructure. "Mobile Spatial Statistics" is a registered trademark of NTT DOCOMO.

Contact: Dentsu Inc. Human Flow Lab
contact@hitononagarelab.jp

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Author

Ken Akimoto

Ken Akimoto

Dentsu Inc.

After working at a major automaker's marketing subsidiary, joined the company in 2001. Expanding domains: Sales → New Business Development → Creative → Data Business. In 2018, launched a department solving client marketing challenges using location data, providing data-driven marketing services with "Data × Communication Design" as its strength. Awarded at ADFEST / Spikes Asia / D&AD / OneShow / JAA Consumer-Selected Advertising Contest / ACC Tokyo Creative Awards.

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