The Best Cities for Travelling via Public Transportation

Despite the increase of Uber and similar on-demand ride services in most major cities, public transportation still serves millions of locals and tourists every year.

Living in London it is easy to take public transportation for granted. With tube lines snaking across the city, bus stops on almost every road, and a cycle hire scheme for those rare sunny days it is easy to venture across the UK’s capital without wondering how you’ll get to a destination.

Though in other larger cities, even though public transportation systems do exist, they are often sparse and serve a seemingly small population. For me this is especially true of cities in America. In San Francisco I find it generally easier and sometimes cheaper to take an Uber over the BART.

Having recently returned from the America, this thought sparked an idea for a post. Which cities have the best public transportation networks?

Methodology

Wikipedia users have curated a list of metro systems around the world. The data includes; date the system was first opened, the size of the network, the number of stations and yearly ridership figures. In total 177 metro systems are listed.

I also collected population data for a cities metro area from Wikipedia to compare against yearly ridership figures.

Results

The oldest networks

Age rank City Country Name Year opened
1 London United Kingdom London Underground 1890
2 Budapest Hungary Budapest Metro 1896
2 Glasgow United Kingdom Glasgow Subway 1896
4 Chicago United States Chicago “L” 1897
5 Paris France Paris MĆ©tro 1900

Full ranking.

The UK has the oldest network dating back to 1890 (128 years old). This is significantly below the average age of 1984 (38 years old) for all 177 networks considered. The average age figure is significantly boosted by new metro systems appearing across growing Chinese and Indian cities. In a previous post I covered how the rapid growth of Chinese high-speed rail links.

The age of each network got me thinking; will older networks be larger than their smaller counterparts? It seems logical given the additional time they have had to expand.

Age versus size

System Length Versus Age

Download chart.

Perhaps surprisingly the average metro system is just 70 kilometers. Again, this figure is slightly skewed due to the new metros emerging in cities.

System Length Rank City Country Name System Length kilometers
1 Shanghai China Shanghai Metro 637
2 Beijing China Beijing Subway 599.4
3 London United Kingdom London Underground 402
4 Guangzhou China Guangzhou Metro 390.7
5 New York City United States New York City Subway 380.2

Full ranking.

China is home to three of the five largest metro networks with Shanghai’s system the largest at a total length of 637 kilometers. First opened in 1993 it spans 200 more kilometers than the London Underground opened over 100 years earlier.

However, length isn’t everything. As a passenger it is important that many destinations are served allowing maximum freedom to roam a city.

Length versus number of stations

System Length Versus Number of Stations

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There is a linear correlation between number of stations and system length. As the size of a network grows as does the number of stations. This suggests that most metros follow a similar pattern in spacing out their stations. This is to be expected given the way cities grow and the fact that a small number of companies design and build these networks.

Rank num stations City Country Name Stations
1 New York City United States New York City Subway 424
2 Shanghai China Shanghai Metro 324
3 Seoul South Korea Seoul Subway (lines 1-9) 307
4 Beijing China Beijing Subway 306
5 Paris France Paris MĆ©tro 302

Full ranking.

Despite being only the fifth largest network by length, New York boasts the highest number of stations serving passengers — 100 more than Shanghai even though it is over 250 kilometers shorter in length.

This highlights another important question; how well are travelling passengers served by stations?

Stations versus passengers

Stations Versus Passengers

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A linear correlation between stations and passengers is seen for the 161 metros there is ridership data for. 16 systems carry more than 1 billion passengers each year.

Ridership rank City Country Name Ridership Ave pax per station
1 Beijing China Beijing Subway 3,660,000,000 11,960,784
2 Shanghai China Shanghai Metro 3,401,000,000 10,496,914
3 Seoul South Korea Seoul Subway (lines 1-9) 2,856,500,000 6,056,790
4 Guangzhou China Guangzhou Metro 2,800,000,000 14,070,352
5 Tokyo Japan Tokyo Metro 2,642,100,000 9,184,906

Full ranking.

Each of the top five metro systems each serve over 2.5 billion journeys a year. Beijing’s metro serves a staggering 3.66 billion journeys each year!

Despite having the most stations, 424, New York Cities Subway network carries just 1.75 billion passengers each year. Compare that to Beijing, 306 stations and over 3.6 billion passengers a year — that’s an average of 11 million people travelling through each station on the network each year.

In recent years there has been some talk of so called “white elephant” infrastructure projects being undertaken in China. Perhaps there is some truth in this for metro networks?

Passengers versus population

Passengers vs Metro Population

Download chart.

There is a slight correlation comparing passengers to population.

Rank pax/pop City Country Name Metro Population Ridership (year) % Pop vs ridership
1 Milan Italy Milan Metro 1,365,156 468,300,000 34303.77%
2 Taipei Taiwan Taipei Metro 2,704,974 746,000,000 27578.82%
3 Munich Germany Munich U-Bahn 1,464,301 398,000,000 27180.20%
4 Hong Kong China MTR 7,409,800 1,767,100,000 23848.15%
5 New York City United States New York City Subway 8,175,133 1,756,800,000 21489.56%

Full ranking.

Milan’s metro system servesĀ 34,304% more passengers each year than the metro areas total population! 22 systems see yearly ridership greater than 10,000% higher than the cities population too.

At the other end of the spectrum theĀ Hefei Metro system in China carries around 18% of the cities population each year over its 52.4 kilometre network.

tl;dr

Despite being the 5th largest network by size, the New York City Subway comprising of 424 stations offers the most flexibility for passengers. Compared to other similarly large networks the New York Subway also has comparatively lower passenger numbers meaning less crowding onboard.

Get the Data

Get all the data used in this blog post on Google Sheets.

Where Should I Visit When I’m In [Country]?

Big cities have offer a seemingly endless lists of things to do and places to spendĀ  money. London has enough attractions to keep you busy for 16 years.

When you’re visiting a new city for a few days compromises must be made. Nowadays many of us turn to TripAdvisor to help us narrow down the places to visit based on recommendations from fellow travellers.

After realising the most popular attraction to visit in the UK (based on TripAdvisor ratings) is a Harry Potter studio tour, yes you read that correctly, I began to wonder what most attracts visitors to other countries.

Methodology

The United Nations recognised 249 countries. Using this list I turned to Tripadvisor to find the most popular attraction (“things to do”) in each of the countries. In total there was attraction data for 242 countries.

Results

Most popular attractions by type (2018)

Most-Popular-Attraction-in-Country-by-Type-2018

Interactive chart.

Natural attractions are by far the most popular, from waterfalls to national parks.

Most popular attractions type by region (2018)

Count-of-most-popular-country-attraction-by-region-2018

Interactive chart.

Looking deeper, natural attractions are the most popular in African, American and Oceanic countries. Asia’s and Europe’s rich historical past leaves historic attractions the most popular in these regions, especially Europe.

Most popular attractions by country (2018)

Popular-attraction-type-by-country-type11

Interactive chart.

The natural category includes places like Canadaā€™s Niagara Falls and Norwayā€™s Geiranger Fjord. Meanwhile, other well known historic attractions like Chinaā€™s Great Wall make the list.

Although not all of the most popular attractions in each country are what you might expect. As noted, the United Kingdom’s most popular attraction is a Harry Potter Studio tour, not one of the historic buildings I was expecting.

My favourite attraction, and now on my bucket list, is the “Door to Hell” Gas Deposit, the most popular attraction in Turkmenistan.

Improvements

Clearly TripAdvisor ratings are one way to measure popularity. A more comprehensive analysis might consider other metrics including footfall, for example.

tl;dr

Natural attractions are the most popular for visiting tourists.

Get the Data

Get all the data used in this blog post on Google Sheets.

The World Cup 2018 Numbers: Download the Dataset

The group stages are over, onto the finals! If you’re anything like me, the World Cup has occupied a significant proportion of your free time over the last two weeks.

TV coverage has seen pundits highlight interesting (and questionable) match statistics during games; kilometers covered by players in a game (I’d love to get my hands on that data) to the all-time top scorers.

This, of course, inspired me to collate a data set of my own for analysis to look at some of the numbers behind the World Cup (we already know Russian cities have the most museums for fans to visit between games)…

Analysis

Teams

Count-of-teams-in-2018-World-Cup-from-each-continent

Download chart.

There are 32 teams from 6 continents (only Antarctica is not represented — they don’t have a team).

Players

Ratio-of-player-_-population-of-teams-in-2018-World-Cup

Download chart.

Excluding management and those in team support roles, for every one player in the Iceland squad there are 13,431 people in the Icelandic population. One pundit noted that most people have a second-degree connection that links them to an Icelandic player! Brazil has the biggest pool of talent to choose from with one player per 8.75 million people.

Stadiums

Stadium-Capacity-at-2018-World-Cup

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The Luzhniki Stadium in Moscow, where the final will be held, is by far the largest stadium with a capacity of 81,000. The average capacity of all stadiums is 48,427. Many of the stadiums are home to second division Russian teams including the Fisht Stadium, Sochi (47,700 capacity), Volgograd Arena,Ā Volgograd (45,568), Nizhny Novgorod Stadium,Ā Nizhny Novgorod Stadium (45,331), and the Mordovia Arena, Saransk (44,442) — larger than many English Premier League grounds.

World-Cup-2018-Stadium-Opening-Dates

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The median age of all the World Cup stadiums is about one year (median first opened date is 2017.5). Only two were opened prior to 2013; the Luzhniki Stadium, Moscow (opened 1956, redeveloped for 2018 World Cup) andĀ Ekaterinburg Arena, Ekaterinburg (1953).

Stadium-cost-per-game-at-each-World-Cup-2018-stadium

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Costing a rumoured $1.5 billion USD to build, the St Petersburg Stadium, St Petersburg hosting 7 games works out to cost $214.3 million per game. The average cost per game across all 12 stadiums and 64 games is $79.9 million.

The total spent on stadiums for the 2018 World Cup alone (remember all but one were opened or refurbished in the last 5 years) is a staggering $5.3 billion dollars!

Stadium-cost-per-seat-at-each-World-Cup-2018-stadium

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Looking at costs in more details, based on the number of games a stadium will host and each stadiums capacity, each seat at theĀ St Petersburg Stadium, St Petersburg works out to cost $3,145.06 (hosting 7 games at a maximum capacity of 68,134). The Luzhniki Stadium, Moscow is the most cost effective costing $705.42 per seatĀ (7 games / capacity 81,006) — a figure still well below average ticket costs as we’ll see below…

Ticket Prices

Cost-to-see-team-to-final-of-World-Cup-2018-1

Download chart.

Tickets to the World Cup 2018 range from $22.40 to $1094.28. Russian residents receive a healthy discounts on tickets, meaning they could follow a team to the final (7 games) for just $370.92 (it would cost them slightly more to watch Russia because the opening game has a premium ticket cost). Those wanting the best category of ticket would pay $3,072.96 to watch their team make it all the way to the final (assuming they do!).

Weather

Weather-averages-at-World-Cup-2018-stadiums-1

Download chart.

Whilst I’m lying on my sofa, players are running over 8 kilometers per gameĀ in searing heat. The average daily highs across all stadiums is 24Ā°C with lows of 15Ā°C. Surprisingly, there is an 50% chance of rain daily, on average. InĀ Ekaterinburg, the likelihood is as high as 66%.

Improvements

With more time, I’d like to explore the distances teams have to travel between stadiums and their training sites.

egypt-journey-1

via: Chapman FreebornĀ 

Chapman Freeborn, an aircraft charter company, have conducted such an analysis for the group games. They found Egypt covered 7,316 miles travelling to their group games. Compare that to Colombia who travelled just 1,158 miles.

As noted at the start of this post, I would also like to obtain in-game statistics from FIFA to perform a more micro analysis of games.

tl;dr

The World Cup is expensive; the total cost of stadiums hosting the 2018 World Cup isĀ a staggering $5.3 billion dollars!

Get the Data

Get all the data used in this blog post on Google Sheets.

Become a French Resident for Only 10 Million Euros

Visa requirements to stay in a country for longer than one month can be very restrictive. If you want to work in another country things only become more complicated.

Many countries implement point based immigration systems, others also offer random lotteries for citizenship. As the old adage states; “money talks”. Indeed, when it comes to citizenship this holds true. In a previous post I took a look at the staggering amount some countries earn through tourism visas alone.

An increasing number of countries offer citizenship for investors with big pockets looking for a new home. Such schemes have come under much controversy with many people using their new found citizenships to avoid taxes in their former home countries.

In this post I take a look at the market for citizenships, and see if I too could afford to purchase a citizenship in any of these countries (let me dream!).

Methodology

There are a number of significantĀ differencesĀ betweenĀ the terms ā€˜residencyā€™ and ā€˜citizenshipā€™. AĀ citizenĀ of a country, nation or state has rights that are not conferred on aĀ resident. Citizens can confidently expect that they will hold that status, and those rights, for life. In addition,Ā citizenshipĀ status can be inherited by children and grandchildren merely by proving, if they were born outside of that country, that they are close filial relatives of theĀ citizen.

Residents have no such clear-cut security.Ā ResidencyĀ status can also, depending on the laws of that country, be separated into temporary and permanentĀ residency.Ā Some countries, such as theĀ United KingdomĀ (UK) do not even acknowledge the term ā€˜residencyā€™ but define it as ā€˜indefinite leave to remainā€™.

The IMF has produced a list of 23 countries that offer residency and citizenship programs. Using this list I examined each offering and its restrictions, for example, the time required in country to remain a resident in the program. In each country, the requirements to enter a program wildly differ. In some countries a real-estate investment is allowed, in others an investment in a business is required. To simplify things the list simply considers the cheapest investment vehicle to enter each program.

To try and understand the value of each of the programs to potential investors I compared the cost required to invest againstĀ each countries GDP in 2017, also produced by the IMF.

Results

Cost of citizenship / residency

Cost-of-citizenship-by-country

Interactive chart.

Rank cost Country Cost USD Shengen Type
23 Latvia $43,178 Y Residency
22 Dominica $100,000 N Citizenship
19 Antigua and Barbuda $250,000 N Citizenship
3 Cyprus $3,084,150 Y Citizenship
2 Australia $3,941,105 N Residency
1 France $12,336,600 Y Residency

Full list.

AtĀ $43,178 and offering entry into the Shengen travel zone, the Latvian residency program is a very attractive opportunity for non-EU citizens. This residency program looks incredibly cheap when compared to the French program costing $12,336,600!

Eligibility for citizenship

In many cases those who purchase a residency or even citizenship must wait some time before enjoying full rights.

Years-in-country-before-eligible-for-citizenship1

Interactive chart.

Rank qual. period Country Shengen Type Cost USD Residency Requirements Citizenship qualifying period
18 Cyprus Y Citizenship $3,084,150 0 0
18 Dominica N Citizenship $100,000 0 0
18 Grenada N Citizenship $250,000 0 0
18 St. Kitts and Nevis N Citizenship $250,000 0 0
18 Antigua and Barbuda N Citizenship $250,000 5 days / 5 years 0
2 Latvia Y Residency $43,178 0 10
2 Spain Y Residency $616,830 0 10
1 Switzerland N Residency $267,012 0 12

Full table.

In 5 countries you can obtain citizenship immediately without restriction. Only one of these countries,Ā Antigua and Barbuda, has a requirement for citizens to remain in the country — although this is just 5 days over 5 years! Four of these five countries are in the Caribbean. Though for $3,084,150, Cypriot citizenship offers immediate access with no restriction to the EU Schengen travel zone.

Investment as a percentage of GDP

Citizenship-cost-as-a-percentage-of-GDP-2017

Interactive chart.

Cost GDP rank Country Cost USD GDP per capita USD Cost / GDP Shengen Type
23 Latvia $43,178.10 $15,402 280% Y Residency
22 Switzerland $267,012.50 $80,837 330% N Residency
21 Canada – Prince Edward Island $276,747.10 $44,773 618% N Residency
3 Bulgaria $616,830.00 $7,924 7784% N Residency
2 Cyprus $3,084,150.00 $24,740 12466% Y Citizenship
1 France $12,336,600.00 $39,673 31096% Y Residency

Full list.

In Latvia, citizens generateĀ $15,402.00 each to the economy. A residency visa will cost you 280% more than this. If you think this is unreasonable, consider French residency where the cost is 31,096% higher than GDP per person.

Improvements

As noted, segmenting each program further by investment type would provide additional insight.

For comparison, other income metrics beyond GDP would be make for a interesting analysis. Each countries tax rates would be a good example.

tl;dr

Latvian residency can be purchased for just $43,178 and provides non-EU citizens with unrestricted access to the Schengen travel zone. Dominica offers the cheapest citizenship program, costing $100,000 to become a fully fledged citizen.

Get the Data

Get all the data used in this blog post on Google Sheets.

Mexicans on Minimum Wage Have to Work for 5 Weeks to Afford a Passport

Last year I needed to renew my passport. As a regular traveller I opted for the “jumbo” 48 page option with the aim of filling them all with a stamp in the 10 year period, a task that will likely be made easier when the UK leaves Europe. Sigh.

In a previous post we covered the cost of obtaining visas to enter countries, assuming your passport didn’t entitle you to visa-free entry. While some travel visa fees are eye-watering, the high cost of renewing my passport (Ā£85.59 for the jumbo version) left me wondering how many people simply can not afford this luxury around the world, especially when factoring in the cost for a family.

While travel costs continues to decrease, it appears the cost of documents allowing you to do so is going the other way. In this post I examine the affordability of passports around the world.

Methodology

In 2010 the UK government published a comparison of costs for citizens to apply for passports in their native country.

Using this list of 52 countries I searched each governments website for the costs associated with renewing an adult passport. The definition of “adult” varies by country. In each case I selected the largest age group covering the population between 18-65. Given many countries offered different rates for passports, I collected prices for passports with the longest validity. When more than one variation was available, for example number of pages, I selected the cheapest option for comparison.

I used a list of minimum wage data by country published on Wikipedia to compare passport costs to income. 11 countries did not have a clear minimum wages and these countries were therefore omitted from the analysis.

Results

Passport costs (2018)

Passport-cost-by-country-20181

Interactive chart.

Rank USD Issuing Country Cost USD Adult: Validity of Standard Pasport (years)
41 Indonesia $11.43 10
40 India $23.24 10
39 Bulgaria $25.37 5
3 Japan $150.06 10
2 Turkey $177.47 10
1 Australia $223.43 10

Full list.

Indonesian citizens can buy a passport for just $11.43 USD. This might leave many Australian citizens wondering why they have to pay $223.43 USD. The mean average cost for a passport of the 41 countries considered is $72.48 USD.

Passport costs by year (2018)

The passports above have varying lengths of validity, from five to ten years. I analysed cost per year of each passport to get a better understanding of value.

Passport-yearly-cost-by-country-2018

Interactive chart.

Rank cost p/yr usd Issuing Country Cost /yr USD Adult: Validity of Standard Pasport (years)
41 Indonesia $1.14 10
40 India $2.32 10
39 China $2.84 10
3 Greece $20.94 5
2 France $21.34 5
1 Australia $22.34 10

Full list.

When examining passport costs by year the costs do not seem as prohibitive. Even at the most expensive end of the spectrum the Australian passport works out to cost $22.34 per year over 10 years. Perhaps passport authorities should consider charging yearly for passports.

Passport costs vs income (2018)

While cost of a passport is an important metric. It does not consider the wealth of the country and how much of a persons income is required to purchase a passport for travel. Using minimum wage data it is possible to get an idea on how the lowest paid workers must pay for the luxury to travel internationally.

Hours-worked-at-minimum-wage-required-to-buy-passport-by-country-2018

Interactive chart.

Rank affordability Issuing Country Cost USD Min wage USD Hours worked for passport Weeks (40hrs) for passport
41 Luxembourg $62.02 $13.05 4.75 0.12
40 Spain $32.25 $5.60 5.76 0.14
39 Germany $74.43 $9.99 7.45 0.19
3 Japan $150.06 $1.33 112.83 2.82
2 Russian Federation $62.05 $0.53 117.07 2.93
1 Mexico $96.93 $0.49 197.81 4.95

Full list.

A Luxembourgian on minimum wage will have to work just under 5 hours to buy a passport. Compare that to Mexico where a worker on minimumĀ  would have to work almost 200 hours to buy a passport — that’s 5 working weeks!

Improvements

Minimum wage is concept that differs by country and is not necessarily the most accurate measure of affordability. It would be useful to compare other income metrics to passport cost, such as median or mean income.

tl;dr

The Australian passport is the most expensive to purchase, however, the Mexican passport is the most expensive when measured on minimum wage affordability.

Get the Data

Get all the data used in this blog post on Google Sheets.

Passport Power Rank 2018

Every year I write a yearly passport power post, and every year it appears the world has changed drastically since the last.

Next year will be no different. Expect this Brexit “remoaner” to be lamenting the massive reduction in the UK passport’s flexibility that currently allows holders access to 175 countries without requiring a visa.

Further from home there have been some other geopolitical issues that have directly affected citizen’s ability to travel. Last summer we saw tensions flare in the Middle East. Towards the end of 2017 Donald Trump and Kim Jong Un engaged in a nuclear war of words.

This post takes a look at how some of these events have affected citizens ability to travel compared to previous years.

Methodology

Each year Henley & PartnersĀ publishes a ā€œVisa Restriction Indexā€,Ā a global ranking of countries according to the travel freedom that their citizens enjoy.

Points are awardedĀ toĀ countries for the number of destinations that offer visa-free travel to their citizens. e-Visas are treated the same as visas on arrival. Where the conditions for obtaining an e-visa are straightforward (fee, return ticket, hotel reservation), a visa-free point was assigned.

The ranking is based on exclusive data from the International Air Transport Association (IATA), which maintains the worldā€™s largest and most accurate database of travel information, and is enhanced by extensive in-house research.

There are 219 destination countries (territories) in total. The maximum attainable score is 218 (points are not assigned for a national traveling to their own country).

Analysis

Best and worst passports for travel (2018)

Passport-Power-Rank-20181

Interactive map.

rank 2018 country UN-region visa-free-2018
1 Germany Europe 177
2 Sweden Europe 176
2 Italy Europe 176
Ā … Ā … Ā … Ā …
197 Syrian Arab Republic Africa 28
198 Iraq Middle East 27
199 Afghanistan Asia and the Pacific 24

Full list.

For the fifth year in a row, Germany tops the list. German citizens can travel to 177 destinations worldwide without requiring a visa (+1 vs. 2017). The top 3 countries remain unchanged in order from 2017.

At the other end of the ranking Iraq and Afghanistan remain in position 198 and 199, respectively, unchanged from last year with the same number of visa free restrictions (+0 vs. 2017). Pakistan climes one place from 2017 to rank 196thĀ (+1 vs. 2017). with Syria entering the bottom 3 in 197th place having lost one visa free destination (-1 vs. 2017).

Year-on-year changes (2017 vs. 2018)

Total-of-Visa-Free-Relationships-by-Year-2013-2018

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The world is becoming more accessible to citizens. Between 2017 and 2018 there was an additional 470 visa-free relationships — the biggest increase since 2013 to 2014.

Changes in travel restrictionsĀ (2017 vs. 2018)

Change-in-visa-free-destinations-2017-2018

Interactive chart.

Ukraine has seen much political turmoil in recent years which may attribute to its low rankings in previous years (98th with 82 visa-free destinations in 2017). The country jumps to 79th in 2018 with 114 visa-free destinations (+32 vs. 2017). Citizens of Georgia now enjoy 30 fewer visa requirements to enter other countries in 2018 compared with 2017.

Between 2017 and 2018 only 8 countries saw visa restrictions increase; Syria, North Korea, Lao, Algeria, New Zealand, Mongolia, Antigua and Barbuda, and Qatar (+1 vs. 2017).

Changes in travel restrictionsĀ (2013 vs. 2018)

Change-in-visa-free-destinations-2013-2018

Interactive chart.

When looking back to 2013, citizens of the UAE are the biggest winners for reduced travel restrictions (+62 vs. 2013). 22 countries have seen visa-free travel increase to at least 30 destinations.

In contrast, citizens of 15 countries have seen visa-free travel reduced. Syrian’s have faired worse (-11 vs. 2013). War torn countries like Yemen (-8 vs. 2013), Iraq (-4 vs. 2013), and IraqĀ (-4 vs. 2013) have also suffered with increased travel restrictions for citizens.

Improvements

Visa restrictions can change for a wide variety of reasons: security, political, social, etc. For additional studies it would be to add such context for each country to try and better understand why visa requirements seem to change so frequently.

tl;dr

The German passport remains the most flexible passport for travel with the fewest visa restrictions imposed upon holders.

Get the data

Data sources + data used in this post.

Getting the Best Piste for Your Money

We’re halfway through the 2017-18 ski season in the Northern Hemisphere and the mountains are calling (in part to help shed some of the extra Christmas kilograms I might have gained).

One thing that’s clear for those looking at taking some time off on the slopes;Ā skiing is a costly sport. However, with lift tickets nearing the ā‚¬200 mark for a day on the slopes, some resorts (predominately those in the United States) are taking that expense to an entirely new level.

How do you measure value for money at a ski resort?

Snow quality is definitely important. So is nightlife (for us Brits, anyway). Though I decided to take a fully quantitate approach measuring three different metrics; value of lift pass based on skiable area, value of lift pass based on vertical elevation, and finally the piste to lift ratio.

Methodology

Skiresort.info has compiled a regularly updated list of almost 5500 ski resorts around the world. They details key information about each resort, from piste lengths by difficulty to the price of a lift pass.

Using this dataset I extracted data from the top 50 largest resorts by piste length (between 600 and 136 kilometres) for the analysis below.

Results

Lift pass prices

Rank lift pass cost Resort Region Lift day ticket (EUR)
1 Beaver Creek North America ā‚¬157.00
2 Snowmass North America ā‚¬141.00
2 Vail North America ā‚¬141.00
4 Steamboat North America ā‚¬137.00
5 Breckenridge North America ā‚¬136.00
6 Park City North America ā‚¬121.00
7 Winter Park Resort North America ā‚¬116.00
8 Big Sky Resort North America ā‚¬112.00
9 Whistler Blackcomb North America ā‚¬92.00
10 Zermatt/Breuil-Cervinia/Valtournenche – Matterhorn Europe ā‚¬78.00

Full table.

TheĀ Beaver Creek lift pass is the most expensive by price in our list at ā‚¬157. The cheapest day lift pass can be found inĀ Espace LumiĆØre ā€“ Pra Loup/Val dā€™Allos, France for onlyĀ ā‚¬39 with 180km of skiable pistes.

9 of the top 10 resorts by lift pass are located in the United States. At the other end of the scale, 8 of the top 10 cheapest resorts for daily lift passes can be found in France.

Lift pass value per piste kilometre

Les 3 VallĆ©es has the largest skiable area in my top 50, 600km for a daily lift price ofĀ ā‚¬52 though you’d be hard pressed to cover a tenth of that in a day.

Cost per skiable km by resort (Jan 2018)

Download chart.

A lift pass, on average, costs ā‚¬0.37 per skiable kilometre for the 50 resorts covered (ā‚¬0.65 in US,Ā ā‚¬0.25 in Europe)

Cost per km rank Resort Region Lift day ticket (EUR) Total piste Length (km) Cost per km
1 Les Portes du Soleil – Morzine/Avoriaz/Les Gets/ChĆ¢tel/Morgins/ChampĆ©ry Europe ā‚¬52.00 580 ā‚¬0.09
2 Les 3 VallĆ©es – Val Thorens/Les Menuires/MĆ©ribel/Courchevel Europe ā‚¬61.00 600 ā‚¬0.10
3 Via Lattea – Sestriere/Sauze d’Oulx/San Sicario/Claviere/MontgenĆØvre Europe ā‚¬48.00 400 ā‚¬0.12
48 Steamboat North America ā‚¬137.00 165 ā‚¬0.83
49 Breckenridge North America ā‚¬136.00 153 ā‚¬0.89
50 Beaver Creek North America ā‚¬157.00 150 ā‚¬1.05

View full table.

The best value lift pass by available skiable area isĀ Les Portes du Soleil, France where a day pass costsĀ ā‚¬52 and covers 580km (ā‚¬0.09 per kilometre). In contrast, in Beaver Creek, North America a day pass will costĀ ā‚¬157.00 covering only 150km of pistes (ā‚¬1.05 per kilometre). Of course I’m sure there will be many off-piste hikers willing to put in some legwork to make up for this.

Lift pass value per vertical metre

The resorts in the Europe, on average, have more vertical descent than those in the US; 1553 metres versus 1144 metres (though the US resorts are located at a higher altitude; 3186 metres versus 2751 metres).Lift cost per vertical meter (Jan 2018)

Download chart.

To go from top to bottom of all 50 resorts on the list you’ll pay and average cost ā‚¬0.05 per metre (lift pass / elevation change).

Rank elevation change cost per m Resort Region Lift day ticket (EUR) Elevation change (m) Lift cost per vertical m
1 Vail North America ā‚¬141.00 976 ā‚¬0.14
1 Breckenridge North America ā‚¬136.00 988 ā‚¬0.14
50 Alpe d’Huez Europe ā‚¬52.50 2205 ā‚¬0.02
50 Les 2 Alpes Europe ā‚¬50.00 2243 ā‚¬0.02

Full table.

Using this metric, the cheapest resorts per vertical metre areĀ Les 2 Alpes andĀ Alpe d’Huez in France atĀ ā‚¬0.02 per metre.

The most expensive? All in North America.Ā Breckenridge andĀ Vail in the US have the highest cost per metre atĀ ā‚¬0.14

Ski area covered by each lift

Waiting for a lift is a real pain. In some resorts I’ve heard people standing in line for over an hour (I’m looking at you Chamonix). This led me to wonder; which resorts the best lift to piste ratio?

InĀ Les Portes du Soleil, France, there are a whopping 170 lifts to cover the skiable area of 580km (each lift covers 3.41km). Lake Louise has just 7 lifts covering 139km of pistes (each lift covers 19.86km).

Ski area km per lift by resort (Jan 2018)

Download chart.

On average, one lift exists for every 5.8 km in the 50 resorts covered, though there are outliers.

Rank ski area km per lift Resort Region Total piste Length (km) Ski lifts Ski area km per lift
1 Grƶden (Val Gardena) Europe 175 79 2.22
2 Espace Diamant – Les Saisies/Notre-Dame-de-Bellecombe/Praz sur Arly/Flumet/Crest-Voland Europe 192 79 2.43
3 La Plagne (Paradiski) Europe 225 91 2.47
48 Snowmass North America 237 17 13.94
49 Fernie North America 142 9 15.78
50 Lake Louise North America 139 7 19.86

View full table.

Grƶden (Val Gardena), Italy, has almost 1 lift for every 2km of pistes. Lake Louise, ranked in last place for lift coverage, has just 1 lift for every 20km of pistes. Like value, North American resorts are, mostly, the worst for lift coverage.

tl;dr

Based on marked pistes, European resorts offer significantly better value for money (ā‚¬0.25 p/km) than their counterparts in the United States (ā‚¬0.65 p/km).

Get the Data

Get all the data used in this blog post on Google Sheets.

Good News! The World Is Becoming More Peaceful

Last year we covered the most dangerous cities by homicide rates — the stats were particularly scary.

Since writing that post I’ve stumbled across the Global Peace Index created by the aptly named, Institute for Economics and Peace.

Homicide rate obviously has a clear relationship to peace, and is one of the 22 factors considered for each country listed in the Global Peace Index.

While we probably all have a favourite peaceful destination to escape the stress of everyday life; where do these countries fall on the Global Peace Index?

Methodology

The Global Peace Index (GPI) gauges global peace using three broad themes: the level of safety and security in society, the extent of domestic and international conflict and the degree of militarisation.Ā Factors are both internal such as levels of violence and crime within the country and external such asĀ military expenditureĀ and wars. The GPI uses 22 different factors to rank individual countries based on these themes.

Countries covered by the GPI must either have a population of more than 1 million or a land area greater than 20,000 square kilometers.

The first GPI was released in 2008 (129 countries considered) with the latest data compiled covering 2017 (163 countries considered).

Results

The world was more peaceful in 2017 than 2016

pc-Change-in-Global-Peace-Index-Value-2016-2017

Download chart.

Perhaps surprisingly we live in a more peaceful world than 2016. The overall GPI scores fell by 0.22% between 2016 and 2017. 90 countries are now more peaceful, compared to 72 that are less, and one, Czech Republic, that had no change in GPI score.Ā On average, the world has become 6% less peaceful since 2008.

But the world is less peaceful than in 2008

Change-in-Global-Peace-Index-Value-2008-2017

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98 countries became less peaceful between 2008 and 2017 while 31 became more peaceful (hurrah!). The countries with the biggest changes in GPI were Chad which has become 19% more peaceful, on-the-other-hand, Syria has become 47% more dangerous.

And the most peaceful countries in 2017 were…

Most-Peaceful-Countries-20171

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Iceland, is by far the most peaceful country in the world according to the GPI. This year it had the lowest index score of 1.111.Ā All of the top 10 countries have GPI values between 1.1 and 1.5 (the lower the score, the higher the level of peace). Compare that to the 10 least peaceful countries where scores range from 3.0 to 4.0.

The most peaceful countries GPI scores have remained stable

Most-Peaceful-Countries-2017-GPI-score-time1

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Generally scores of the 2017 top ten most peaceful countries have remained fairly static fluctuating plus and minus 0.1 points over the time period (indicating stability within these countries).

Some countries have shot up the GPI rankings

Most-Peaceful-Countries-2017-GPI-rank-time1

Download chart.

Examining countries by GPI ranking tells a different story. Whilst Iceland and New Zealand have been incredibly consistent in places one and two respectively, other countries have not been so predictable.

Take Portugal. In recent years the countries GPI has gone from 1.385 in 2008 to 1.258 in 2017 —Ā  a 10.1% increase in peacefulness. This has catapulted the country up the GPI rankings from 14/137 position in 2008 to 3/162 in the latest 2017 rankings. Much of this can be attributed to financial reforms put in place by the country, and significant strides in lowering violence and terror with greater political stability and economic promise.

Notably, Switzerland has typically ranked in the top 10 since 2008. However, in 2009, 2010 and 2011 the country ranked 11/143, 18/158 and 16/153 by GPI rank respectively. Much of this can be attributed to the factors that go into the GPI rankings that relate to military and arms trading. Countries are negatively scored on these factors. Given SwitzerlandĀ has compulsory military service and exports more weapons, relative to its size, than many other countries the GPI scores become slightly when compared to the countries otherwise socially peaceful nature.

And the least peaceful countries in 2017 were…

Least-Peaceful-Countries-2017

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Sadly, it is clear to see just how bad the situation is in war torn Syria. Put alongside Iraq (3.556 GPI score) and Afghanistan (3.567), with a GPI score of 3.814 it is clear the country could in no way be considered peaceful.

Ukraine, the only European country ranked 154/163 in the 2017 GPI is closely followed by Russia placed 151/163. There have been small scale conflicts on the borders between the two countries likely contributing heavily to their high GPI scores.

You might be shocked, or not, to learn that the United States ranks 114/163 in 2017 on the GPI. Much of this can again be answered by the factors that go into making up the index such as military spending of which the United States spends more than any other country.

Scores show these countries are getting less peaceful

Least-Peaceful-Countries-2017-score-time1

Download chart.

The 2017 list of least peaceful cities have seen their GPI scores worsen significantly since 2008. Half of the top 5 have become less peaceful by over one index point — representing an increase of more than 50% in each case.

Least-Peaceful-Countries-2017-GPI-rank-time1

Download chart.

Most of the rankings show a slight uptick year-on-year, however this can be attributed to more countries being considered by the GPI (137 in 2008, 163 in 200(). You can see two very clear things on this graph; Syria and Ukraine’s falls down the rankings.

In 2011, what became known as theĀ Arab Spring revolts toppled Tunisian President Zine El Abidine Ben Ali and Egyptian PresidentĀ Hosni Mubarak. In the months following many of Syria’s population tried to similarly overthrow the countries president,Ā Bashar al-Assad , resulting in a civil war that is still being waged, began in Syria with rebels. This has resulted in untold tragedy and is the reason Syria slipped from a peaceful(ish) 65/163 in 2007 to the least peaceful country on earth in 2017.

Similarly, in 2014 the Ukrainian revolution began when a series of riots erupted in the countries capital, Kiev. Since then much of the countries eastern border with Russia has been annexed with tensions running high with neighbouring Russia. In turn, the revolution and the ensuing instability has led to Ukraine being ranked 80/137 in 2008 to 154/163 in 2017 on the GPI.

Improvements

The GPI ranking has been criticised by some. Like any index, the GPI should be considered on the factors that go into creating it. For instance, take Switzerland discussed in this post, which has its ranking heavily skewed by military spending and arms trades despite being a very peaceful nation when accounting for all other factors. As such it would be good to compare the raw data points for each of the contributing factors (e.g. total military spending, homicide rate, etc) in any future analysis.

tl;dr

Iceland is currently the most peaceful city in the world according to the Global Peace Index compiled by the Institute for Economics and Peace.

Get the Data

Get all the data used in this blog post on Google Sheets.

$3000 Per Night For A Hotel Room!?!?

With the year coming to an end you might be thinking about booking getaways for 2018. Perhaps you’re jetting off after Christmas to escape the cold or for some relaxation after the holiday period.

In many cases, price is key consideration when choosing a hotel. For me, the price and location are the biggest factors to consider when travelling on business — I’m not too bothered about luxury. However, on vacation I’m willing to pay slightly more for a outdoor pool that I can laze around.

In major cities, hotels can be eye-wateringly expensive, even in the off-seasons. Which left me wondering; where are the most expensive city hotels?

Methodology

Mastercard ranked 132 cities around the world according to the number of international overnight visitors they welcomed in 2016 in their Global Destinations Cities Index 2016. Overnight visitors are defined as those arriving from outside of the country and who stay at least one night in the destination city. The top 10 cities ranked by number of overnight visitors is as follows:

Rank overnight visitors City Overnight visitors 2016
1 Bangkok, Thailand 21,470,000
2 London, UK 19,880,000
3 Paris, France 18,030,000
4 Dubai, UAE 15,270,000
5 New York City, USA 12,750,000
6 Singapore, Singapore 12,110,000
7 Kuala Lumpur, Malaysia 12,020,000
8 Istanbul, Turkey 11,950,000
9 Tokyo, Japan 11,700,000
10 Seoul, South Korea 10,200,000

Download table.

Using this list of 10 cities, I turned to hotels.com to search for the 10 most expensive hotels in each of these cities for the dates: Saturday 13th January – Saturday 20th January 2018. I selected these dates as they are generally considered to be off-season, therefore demand should be relatively low for most of the 10 destinations (thus, lower prices). Prices are reported per night based on one standard room for two people (no suites, etc.).

Results

Most expensive hotels

Most-expensive-hotels-in-top-10-touristed-cities

Download chart.

The top 7 most expensive hotels in these 10 cities all cost more than $1000 per night during the off-season. My assumption is most of these hotels would cost well above $1000 in the peak-seasons. As an example, take during the Spring school holiday period in the UK. The most expensive hotel in January, theĀ Jumeirah Zabeel Saray Royal Residences costing $2,777 per night, would cost at the time of writing $3,934 per night for a stay betweenĀ Saturday 17th February – Saturday 24 February 2018 — over $1000 more!

Most expensive hotels by city

Max-price-per-night-hotel-in-top-10-touristed-cities

Download chart.

TheĀ Jumeirah Zabeel Saray Royal Residences at $2,777 per night places Dubai as the number one city by most expensive hotel. Paris’s Nolinski hotel at $1,630 per night and Tokyo’s TRUNK hotel at $1,493 per night place these cities second and third on the list of most expensive hotels by city respectively.

In contrast, in Kuala Lumpur, the most expensive hotel in the city, theĀ Grand Service Suite at Times Square, costs $406 per night,Ā significantly less than the top 3 cities previously covered.

Average cost of top 10 hotels by city

Ave-price-per-night-hotel-in-top-10-touristed-cities

Download chart.

There is a wide spread in cost to staying in the best hotels a city has to offer. In Dubai, the average cost to stay at one of the top 10 most expensive will cost you $917.40 per night.

If you’re considering Asia as your next luxury destinations the prices are much more favourable for high-end hotels. The average hotel in Seoul, Bangkok and Kuala Lumpur costs less than an average of $325 per night — about the average price for a mid-range hotel in many of the other cities considered, Paris or London for example.

Improvements

As discussed, the time of year greatly affects demand and therefore prices charged for rooms by hotels. Having access to a dataset showing historic price changes over time for each hotel would make for a very interesting analysis. As would adding more hotels, not just the top 10 most expensive in each city.

tl;dr

Dubai has some of the most expensive high-end hotels. Of the top 10 visited cities, Dubai’sĀ Jumeirah Zabeel Saray Royal Residences costing $2,777 per night in the off-season is the most expensive hotel I could find.

Footnotes

  1. Data sources + data used in this post.

The Only Thing Tougher Than Climbing Everest is Raising The Funds to Get There

Over the summer I climbed a few mountains; Mount Snowden in Wales, UK (1,085m) and Mount Diablo in California, USA (1,173Ā m). These are the 1273rd and 1268th highest peaks in the world respectively.

While I’m happy with these expeditions they do not compare with even the top 100 peaks, all of which reach 7,000m above sea-level.

On my summits the biggest cost was the car park (Ā£10 per day at Snowden, if I recall correctly). However, these sums are insignificant to climbing some of the world’s highest mountains where costs can easily run into tens-of-thousands-of-dollars.

Which left me wondering; how much does it cost to summit the highest mountains?

Methodology

To get a wide spread of mountains, to account for geographic cost differences, I decided to compare costs of climbing the Seven Summits. For those unfamiliar, the Seven SummitsĀ are the highestĀ mountainsĀ of each of the sevenĀ continents. Summiting all of them is regarded as aĀ mountaineeringĀ challenge. The seven mountains that make up the series are:

Overall rank Mountain Meters Feet Continent
1 Mount Everest 8,848 29,029 Asia
235 Mount Kilimanjaro 5,895 19,341 Africa
134 Aconcagua 6,962 22,841 South America
247 Mount Elbrus 5,642 18,510 Europe
213 Denali 6,168 20,236 North America
303 Puncak Jaya 4,884 16,024 Oceania
301 Vinson Massif 4,892 16,050 Antartica

You’ll see the only mountain in the top 100 highest peaks worldwide in this list is Everest. Over half of the top 100 peaks are found in the Himalayas, the mountain range where Everest is located.

Climbing costs can vary significantly person-to-person. One of the largest costs climbers incur are climbing guide fees. Generally, the more experienced guides are, the more climbers will pay for their services. I used the cheapest guide prices taken from two American guide services advertising climbs for the Seven Summits in 2017.

Climb times offered by guides also vary too. For time, I used an average figure calculated using the high and low climb estimates provided by the two guide services.

Results

Guide fees to climb the Seven Summits

Guide-fees-to-climb-the-Seven-Summits-20171

Download chart.

Guide fees rank Mountain Guide fees (USD) Meters
7 Aconcagua $4,700.00 6,962
6 Mount Kilimanjaro $5,000.00 5,895
5 Mount Elbrus $5,000.00 5,642
4 Denali $8,500.00 6,168
3 Puncak Jaya $27,000.00 4,884
2 Vinson Massif $42,000.00 4,892
1 Mount Everest $65,000.00 8,848

Download table.

Some of these climbs are seen by elite climbers as hikes. For example, trips to Mount Kilimanjaro, Africa, are advertised to the masses as a safe and relatively easy climb. The low climbing fees, starting from $5000, make it even more attractive for those entering the world of mountaineering. Compare that to Everest, where prices start from $65,000, or the price of premium car!

To climb all Seven Summits at the prices listed above would cost you $157,200 in guide fees alone.

Cost per day to climb the Seven Summits

Cost-per-day-to-climb-the-Seven-Summits-20172Download chart.

Cost per day rank Mountain Cost per day USD Days ave Meters
7 Aconcagua $213.64 22 6,962
6 Mount Elbrus $357.14 14 5,642
5 Denali $386.36 22 6168
4 Mount Kilimanjaro $434.78 11.5 5,895
3 Mount Everest $896.55 72.5 8,848
2 Puncak Jaya $1,687.50 16 4,884
1 Vinson Massif $2,153.85 19.5 4,892

Download table.

While an Everest ascent and descent of 8,848 meters takes on average 72.5 days to complete, the cost to climb is significantly cheaper at $896.55 per day than both Puncak Jaya and Vinson Massif costing $1,687.50 per day and $2,153.85 per day respectively.

In contrast, Aconcagua is the cheapest to climb atĀ $213.64 per day, over 90% cheaper than the most expensive Vinson Massif.

Cost per meter to climb the Seven Summits

Cost-per-meter-to-climb-the-Seven-Summits-20171

Download chart.

Rank cost per meter Mountain Cost per meter USD Meters
7 Aconcagua $0.68 6,962
6 Mount Kilimanjaro $0.85 5,895
5 Mount Elbrus $0.89 5,642
4 Denali $1.38 6168
3 Puncak Jaya $5.53 4884
2 Mount Everest $7.35 8848
1 Vinson Massif $8.59 4892

Download table.

Again, and surprising to me, Everest is not the most expensive mountain to summit. When looking at cost per meter Everest will set you back $7.35 per vertical meter, however, Vinson Massif, almost half the height of Everest will cost $8.59 per vertical meter! Whilst Everest is remote,Ā Vinson Massif in Antartica is significantly harder to get to and has a less developed climbing industry resulting in the higher costs.

Similarly,Ā Puncak Jaya, the smallest summit by height of all seven (4,884m) is the third most expensive costing $5.53 per vertical meter.

Improvements

This post only considered costs listed by two climbing guide companies. There are large variations in actual costs charged by guide companies. Take Mount Everest for example, where some report guide costs between $30,000 – $85,000. It would be interesting to compare summit success per company by costs charged to help understand if more money buys success (or better guides).

tl;dr

As expected, guide fees to climb Everest are most expensive of all seven summits costing around $65,000 with expeditions taking on average 72.5 days. However, Vinson Massif, the second smallest mountain in the Seven Summit series at 4,892m has the second highest guide fees, $42,000, which means it is the most expensive when analysing the expeditions based on cost per day ($2,153.85) and cost per meter ($8.59).

Footnotes

  1. Data sources + data used in this post.