The Numbers Game

I think this time we got the numbers right ... we just don't know which ones to use.
I think this time we got the numbers right … we just don’t know which ones to use.

Talking about CheckIn.com, we have been asked many times, how we crunch our numbers. Or that our drivetimes are different from Google. Yes?

The second question is rather important, as before you crunch the numbers, you got to see what you work with. And this article on LinkedIn by Jasper Venema rang a bell last week…

So let’s talk about statistics today.

Passengers

We are in the process to add some new region to CheckIn.com and as usual, the first and foremost figure we need are the passengers. We usually use Wikipedia, but even between different Wikipedia pages, more so even between different Wikipedia languages, we find different passenger figures. Now we usually compare them with commercial data we get and guess what: There’s official sources such as ACI, IATA, national statistics, airport associations, but also commercial sources like ANNA.aero, Albatross, AEX or others and in all cases, we have – sometimes substantial – discrepancies on annual passengers per year for a(ny) given airport…

passengersSo we started to ask the airports. And get again other numbers.

We know one difference, where an airport association doesn’t use the departures and arrivals, but simply doubles the departures they get. Not very contemporary and definitely not state-of-the-art, but yes, it explains some. Jasper Venema’s article explains some other. But in numbers we don’t much care about explanations. It should be in our industries own and vital interest to use the same number for the same “item” (here “total airport passengers for a given year”). And quite honestly: If the airline has different numbers as they don’t count non-ref passengers, so be it. With most airlines not happy to give out “their” numbers for a given airport or route, the number that counts is the one the airport publishes.

Drivetimes

drivetimes

Whereas we showed long time ago, that they differ from tool to tool. And sorry, Google is neither the best, nor the most accurate of those. We compared more than 20 different tools, from our initial logistics software used by trucking companies via Google, MapPoint, Maptitude, Apple, Here, … Today we mostly use OpenStreetMaps, as we found them on the tests we did in different countries and where other tools failed, they come up with the proper calculations. Even on ferries they are mostly accurate, where Microsoft and Google still translate long-haul ferries with Zero drivetime.

We cannot consider traffic jams, temporary construction sites or detours, but found OpenStreetMap to provide lower speed defaults on highways likely overloaded. We don’t know how fast you drive, but neither do Google, Bing & Co. – we got to work with assumptions.

Start + End Points

ccom_ham_errorAnother bug we have in our backlog and work on constantly (it’s “relax work”) are the city centers. We calculate population based on the municipality. Now municipality borders are nothing really easy to use for mapping. Take the example of Hamburg. For some reason, Hamburg “owns” a part of the North Sea. Such we had to modify our boundary data for Hamburg to exclude that intentionally as it caused questions on our default example and the map to be “off Hamburg”. Then you need a “geopoint”, a given geographical point defined by latitude and longitude. For many municipalities, there is such a point defined, usually called the “admin center”. But many municipalities either have not defined such point – or it’s a (stupid) “theoretical” centroid that does not relate to streets. Where missing, the drive time takes such computed centroid too, the center of the boundary. In many cases that results in a point somewhere inaccessible by road. There it takes the spatially next road, which does not have to be easily accessible or be well connected to the main roads. Or the centroid is too far off from any road.

Airports are also prime candiates. The geopoint to be used for navigation very often is not the terminal road, but the center of the main runway. The next road might also not be near the terminal, but on the other side of the airport. As such, for each and every of the airports in our database, we defined the geopoint at the terminal or closest to the terminal. For many smaller airports, there is no street data in any of the map tools we use, as those roads are managed “privately”.

locarno
Locarno city limits

Around Lugano, we found many municipalities being located in the alps, with a town, and a lot of mountain with ski slopes. Unfortunately, without a defined city center, drive times differed substantially between a drive to the next municipalities city center defined and the one undefined. Having covered those, Lugano remains an “interesting map”, as there are also several municipalities with “exclaves”, split into different parts surrounded by other municipalities. But we can color only the complete one. So parts are in one drive time zone, others are in the next. Look at Locarno, where there is no admin center, but the centroid ended in the middle of the lake…

Helgoland has an airport, but the entire island is banned for cars. No drive times ツ

Population + Maps

European populationAnd don’t underestimate that the population for all those municipalities we have on file are not the same coming from Eurostat, national statistics offices or the towns themselves. The naming differs between those sources and there is no “common code” like we have in aviation, to uniquely identify those towns. That likely also being the cause of the +20% mistakes when using that commercial maps provider (€32K) for drive time calculations that caused us that ad hoc map change earlier this year. Little town Münster, Bavaria is not the large city Münster in Northrhine-Westphalia the commercial mapping provider returned. And is that now Münster, Bayern or Munster, Bavaria or Muenster (Lech)? Worse in France I can tell you… So we had to make sure we only use geopoints and not unreliable “names” and maintain an extensive list of “associations” to make sure we have the data properly associated – until the next update when they changed a lot again.

But worse; you can’t use Eurostat everywhere, even within the EU. With their data being outdated the day they publish them or regions like Scotland using a totally different and incompatible data model, so they publish “calculated estimates” for the wards. More guesstimates than estimates. And Europe only covers just 28 states anyway, the entire Balkan is missing, Norway, as well as most the microstates … Are the Aland Islands independent or part of Finland? Those are just examples.

And then we need to associate cartography data from the cadastre offices that is incompatible on the same year to their (own) national statistics and Eurostat. So that also goes into the number crunching. Do this for one airport is bad enough. Do it for Europe? We wouldn’t try that stunt again, now we know what we had to go through… And no, the commercial “solutions” are just as bad, so we had to do it “again” for our own database. So we use OpenStreetMap for the mapping. But for our layers, we compiled our own database of administrative boundaries, meanwhile mostly from national cadastre offices with own updates to make the maps match the population data.

Other variables

crystalballaviationplanningSo we take into account the airport size by passengers, defining (assuming) the “reach” of the airport. That’s also something variable, as in some areas there’s a lot of large airports (i.e. Germany to BeNeLux), other regions, airports are rather scarce. Spain for example has Madrid in the center and except for two minor airports all other airports are on the coast. To Bucharest a substantial number of people drive eight hours. We calculate ferry times, including standard waiting times, but what about ferries that go once a day and then you have 18 hours to wait for next days (once-daily) flight?

As I keep saying: Despite all the data we provide on flown passengers on that or similar routes, on passenger potential in the catchment area, etc., I disagree with the recent statement by Marc Gordien on his very good article on air service forecasting maths. To look into the future was, is and will be a look in the Crystal Ball. We can only minimize the risk for failure by providing (and using) the best possible data to justify our gut feeling. But considering myself a professional; when I see new bases opened by easyJet, Wizz or other airlines, I frequently find myself at a loss, would have never seen fit to justify the risk. Still, many of those routes work.

IcebergPrinciple

It gives reasons to consider the soft factors. Reputation. Ticket prices (and ancillary revenues). Frequency. Ethnicity. Commercial relations. Tourism. And many others. And my commonly used example where a regional airline opened up a route on a trice weekly basis, only just when they started making money to be cannibalized by a low cost carrier with bigger aircraft and less frequency, dumping the route in less than a year. Unfortunately, the regional carrier was gone, the route is no longer served. Data is not everything. But it helps to qualify the real cases and make sure you understand the risk taken on new routes.

BransonComplexityQuo Vadis?

Do you find something “weird” on our maps? Please let us know! There are still many mistakes and bugs and we constantly work on the database to improve the information we have. But we believe we now have a rather well working system, the bugs our users point us too are mostly either quickly corrected or (mostly) resulting from reasons beyond our control. And the results very nicely match the facts we get from other sound sources from airlines and airports to compare our results with.

We also work very hard trying to simplify our analyses, compile meaningful facts in the dashboard and provide the more complex detail on the analysis page. We discuss options to also interface the data with other tools, though currently, most of the established companies prefer to live in their silos ツ

brilliant, big (crystal) balls
brilliant, big (crystal) balls

Working with (sound) assumptions, the numbers help you to understand and qualify the potential and the risk, but there are exceptions, no matter how many work on the data to improve it. It will remain an ongoing development and ample room for improvements. And such we will gain better and better understanding of the facts. But we can’t read the minds of the decision makers: The paying passengers. We can only assume a likeliness from sound statistical analyses.

We do not replace a route analyst or airline network planner. But we polish the Crystal Ball(s) in use and provide real nicely shining and new ones to take a better look. Check it out.

Food for Thought
Comments welcome!

Quo Vadis OBE?

Last week, I had a discussion with one of the companies developing online (travel) booking technology, followed by an exchange with one of the techies at the TMC, the travel management companies. The latter you can still call corporate travel agency, just a new name for old (and useful) business. It triggered some memories. And questions.

Back in 1995/96, I was the GDS expert behind the development of the first corporate web-service allowing to book flights using the Amadeus GDS. Facing the “it’s impossible” from the GDSs. Using screen scraping where today’s players have the luxury of APIs. The pioneering days and I miss them. Back in those days, I had an example I use in my discussions to date talking about “change management”. The technology did not trigger much interest. The break-through was a function I fought for, which my boss and the head developer disqualified as “toy”: The seat map.

seatmap

To be able to select and see “your” seat is to date one of the most used (usually the most used) optional functions travelers use when booking online. As in the example, the “default” often assigns you a seat in the rear of the cabin, while you may (as many business travelers) want to sit up front. But. To date, only very few airlines show the seat map in the process, it’s still mostly a “click here”. And none of those nice tools uses the traveler preference to pre-assign the seat intelligently following the interest of the traveler. My preference is aisle, up front. if possible the seat next to me not being used. If the flight shows full empty like the above example I travel with Yulia, I book A/C, with the kids I book A/C+D/F, so leaving the middle seat intentionally free. If the flight is full, I try the same, as far back as I can. Because if they need to sit in the middle, travelers prefer to do so up front… Logic rules in fact, but not one of the systems implemented such an auto-selection, so I keep using the seat map and keep being upset about the seat I should have swallowed from automatic assignment…

nokidsNow last weekend a post emerged about kids-free zones, just triggering the question, why those systems to date cannot manage prioritized seating. Exit rows and seats meant for baby bassinets or passengers needing extra assistance (for medical, not for financial reasons) are sold at premium charge, where they were blocked to gate assignment in the past (for good reason). Families struggle to be seated together when all the seats have been pre-reserved. Passengers arguing when they loose their early booked “nice” seats in the process, ending up on the least-preferred middle-seats. And none of the airline systems has a process in place to automatically reassign such seats in advance of the flight. So much that could be done to improve the process, but the systems, even the airlines’ own still are down to the pre-Internet management of seats on the GDS/CRS.

October 6th, easyJet promoted:

flight booking max day range

262 days. Triggering my comment “Sometimes I miss the good old days when we argued why flight bookings should be expanded from 330 to 360 days… And wondering why the “newcomers” did never invent a possibility to even “waitlist” beyond. Why not?” Because the brunt of bookings comes in short notice, it’s only a niche, flight plans change, it’s the way it is… Yeah, I know all those meak, user-ignorant reasons. And yeah, I keep asking the question. A “wait list” is no guarantee you get what you want. It’s an expression of interest, if you fly, I want to fly with you…

Another “logical question” is the user-centric implementation of the process. Discussing the issue of “virtual agents” and online support chat, one of the very early discussions I had with my friend Alex was the question to understand, when the virtual agent reached it’s limit and to redirect the discussion to a real agent… Alex is a former colleague I very much like; he was the master mind behind Virtuoz virtual agents (around 2002), speech recognition (2013), which Facebook acquired 2015 and today he’s one of the parents of Facebook M, the artificial intelligence development at Facebook.

virtualagentescalate

Flight bookings are still the core of “online travel booking”, followed by hotels, travel expense, rental cars or rail. But to date, the complexity of air travel limits those tools mostly to be useful for simple bookings like A to B and back. Nevertheless, since my days (~15 years ago), the processes to request more complex flights are there. Fill out a form, the system runs a “best price” and that’s it. 15 years ago, a friend of mine being VP IT at one of the TMCs and I defined over some lunch meetings a process to split the process in such case, create the PNR with the request, the recommended flights and send it to a travel agent for a required review. Because in these cases, any experienced travel agent with their business intelligence can really “do” something, make the booking much better fitting to the need of the traveler. Today, the process exists, but split completely. All bookings go via messaging and are manually processed by a travel agent (I had that at SITA, being one of the global tech-leaders …), or book online. But that’s optimized to the existing corporate and travel agency processes, it is not user centric. 15 years after I moved on.

The only “major” changes are the integrated travel expense reporting we also started already back then and some minor improvements on the part of flexibility in the travel approval process. All else: Minor minor. Very small. In my view simply limping behind on industry developments, forced by increased differentiation, i.e. on airline’s ancillary revenues (ooops… buzz word…). Having a look at what we have today, speaking with the makers of these technologies, I’m sorry, but in my opinion, they stalled. The fun of the pioneering days is over, now changes are very, very little, incremental and it’s mostly fixating the existing processes.

What do you think?

Food for Thought
Comments welcome!

Route Planning Events

aviationconferencesWhile “the world” meets at World Routes, we received inquiries, why CheckIn.com is not there.

Sure, there are “obvious” reasons, but when it boils down, you need to prioritize where your money comes from. So while World Routes is an important event, I believe in the reasoning behind the split into multiple Routes events.

World Routes for the global players, regional routes for the regional players. Whereas at Routes Europe earlier this year, the “regional focus” is blurred already, attracting “foreign” long-haul airlines. As CheckIn.com currently focuses on Europe, Routes Europe is a must go for us. So we will be in Ireland next April. As an airline client requested Russia before North America, we won’t be ready for Routes Americas in Vegas in February.
If we get North America up in time, it may make sense to look at World Routes 2017. May make sense.

Likely still not, as the focus of the event is the networking between airlines and airports. As close as we are related to the aviation network development industry, we are secondary, we are supplier. World Routes is simply too busy, too packed, to give us a lot of opportunity to promote our services. That’s much more focused and such reasonable at the smaller (and targeted) events.

ConnectAviation2017Right after Routes Americas, there’s the second (annually first) European event which we now have as a “must go” on the agenda: Connect°

Which motivated the question, why or how that event differs from Routes Europe and why I believe this is even more valuable…? The answer is rather easy. Where Routes attracts all those big shots, it is already becoming a “major player event”. Many small airports and airlines expressed towards us that they feel uncomfortable at Routes, even on the Routes Europe. Too big. Too big-focused.
Connect° and Karin Butot focus the event to the small and mid-sized players. So if you look for big traffic and big routes, go to Belfast. But if you focus on small airports, regional airlines and more local business, you’re very likely better off at Connect°.

So if you want to meet us…

22.-24. Feb 2017: Connect°, Ajaccio, Corsica, France
23.-25. Apr 2017: Routes Europe, Belfast, Ireland

Or call us to make an appointment elsewhere.

P.S.: Have you registered for CheckIn.com access? Registered users enjoy free access to basic airport data for more than 570 airports in Europe, including an isochrones map and the population in it! Free as in “no charge” and “free to use” (as is).


Food for Thought
Comments (and Likes) welcome!

My Routes Sales Pitch

A post on ASM VP Nigel Mayes on RoutesOnline triggered this FoodForThought. His thoughts about a how to give the perfect routes presentation … Focusing on data. Which is a perfect example of what you see at Routes and what will not make the difference.

IcebergPrinciple
Successful Selling is Emotional

In any given sales training I attended, in many of the keynotes or presentations I gave on the topic, I focus on three facts I can boil down to one:

  1. The Elevator Pitch
  2. Successful Selling is Emotional
  3. What’s your message?

Or in one: What is your USP? The USP is the Unique Selling Proposition. It’s what makes your product different, why someone should choose to buy from you and not your competition. But more important, the new concept of the ESP: The Emotional Selling Proposition!

In my presentations, I never focus on the numbers. Say what? But with CheckIn.com you’re crunching numbers big time!!! So what?

I’ve never sold the numbers. Not selling software, nor selling airline tickets, nor selling airports, nowhere. Simply: Nowhere.

Selling is emotional. 10% of the sale is facts. Some say 15% (1/7th). I believe less.

Facts are facts, they either sell on their own, or they don’t. Not much influence on the facts.

When I sold competitive software, the data crunching was important. But not to come with facts, but how to load them emotionally? Because where I sold was, where I could establish the emotional link. Trust. Faith. Sure you got to have your numbers. You got to issue an RFP, very often under legal rules, making sure the procurement team is unbiased and takes what is best for the company. Often under stupid rules like “cheap = best”. You get what you pay for, right? But then, there’s the “finale”. If you’re in the final round, emotions jumps into the game. Suddenly the soft factors get more important. Three finalists competing. All qualified. Who fit’s my need the best???

HAM: Hamburg Airport Marketing
HAM: Hamburg Airport Marketing

The job of the sales manager. Be the face of the company.

There are three phases:

  • Phase 1: Establish the contact
  • Phase 2: Know your [Numbers / Tools / Services]
  • Phase 3: Close the sale.

Phase 1 and 3 are all about emotions. They are about Sales Management. Phase 2 is where the number crunching work is. That’s for your engineers to support your sales manager!

An attractive sales lady or gentlemen without experience, right from university sells mostly to men. Emotional. Good for the initial contact and the closing. In between, you don’t need sales, you need the engineers, the number crunchers. Phase 2 is not “sales”. But I also learned that you better call the graduate not a sales manager but either a junior sales manager or a customer manager. Face to the client. They can learn the process. They should be the face to the client (at all times). They should not be exchanged, or your client looses a big part of his/her emotional bonding to your company. But they must work in tandem with the company’s experts! And they have to learn enough of your product before you remove the “junior”.

Many companies make the mistake. Engineers trying to sell. They go for numbers, technical gadgets, hardly ever they understand the emotions that make the customer buy into them. Do I need to be able to know deicing management or shall I better understand the principles behind it and leave the fine-print to the engineers? Talking to deicing experts with 20 years experience, I caught them with emotion. With emotionally loaded facts. Want to buy? Here’s the dream, the overall picture that I know we can make a reality. Let’s call in the engineers, they can explain you in all detail how the individual puzzle piece works. Want to make the sales manager an engineer? Bad idea. Want to make an engineer a sales manager? Bad idea. Engineers are usually number crunchers. Only very few understand the emotional concepts in selling. Recently, in marketing groups there’s a hype about the step from USP to ESP from the unique to the emotional selling proposition.

shifthappensnarratedThe first-ever post on this blog was Shift Happens. As valid as it ever was! Today, most jobs and products are new. Experience helps to adapt and understand the USP. But being good in Sales & Marketing is not about expertise in the product. It’s about expert in emotional selling proposition!

A friend recently asked me for help on a new start-up. I had a look at their website. I did not understand what they’re doing. I got what business they were in. But what’s their USP? It’s been done by engineers… You got to be one to understand.

So let’s look back at my first three points. Lots of words on the website. But what’s it all about? I didn’t know. So we come down to my first point: The elevator pitch. Can you catch a potential client’s or investor’s interest in the first 30 seconds to two or three minutes you have with him in the elevator? Or on a conference floor? Three sentences. Why should he talk to you? What’s your product, what makes it different? What’s the value? “Return of Investment” is an issue. Emotion is also one! Apple sells more on emotion than anything else! So we’re back on 2.: The emotional side. And come down to the third issue: What’s your message? In three lines or 30 seconds? If you can’t boil your USP down to the elevator pitch, how do you think your prospected clients will ever understand it? If you can do it in 30 seconds, you have 19 minutes to talk about it and bring the emotion home. Okay, realistically you have two to three minutes at a Routes scheduled meeting to bring home the pitch. Rarely at once, beyond 30 seconds the risk to be disrupted increases expotentially

If you focus your sales pitch on “Know your numbers”, you miss out the 90% emotional side of selling.

My advise for airports intending to sell successfully at Routes: What’s your message? Most important thing we did at Erfurt Airport was the image video

https://www.youtube.com/watch?v=srzk2WbTcgY

No voice. Just music. Emotion! Renaming Erfurt to Erfurt-Weimar? Emotional. Weimar transporting “history” and emotion. Everyone heard about Weimar in history class. What’s “Erfurt”?

ERF2006-15
2010: Promoting emotionally

The final point I focused on in my presentations and consulting with airports: Focus on incoming! Everybody knows, you know “your local market”. But in aviation, you have two markets. Show you know what attracts people to you. Incoming. No, I never understand how Thuringia Tourism at ITB 2010 could promote Hungarian historic composer Franz Liszt, when they just had a great number of gold medals from the Olympic winter games. The politicos in Erfurt never understood the need to focus on incoming, nor the need to promote emotionally.

Though I should have been warned: On my second day there in March 2009, Thuringia Tourism GM Bärbel Grönegres was in Abu Dhabi and promoted medical tourism there to fly to Frankfurt and get the train or a bus to Thuringia. Instead of the existing flight service via Munich. The state development agency LEG had delegations fly from and to Berlin, with train connection from and to Erfurt. We made a 99€ special available to LEG, which they never made use of. How do you want to sell the flights, if the politicians paying for them don’t use them? Result: Instead of replacing Erfurt-Munich (three hours drive, very good train connection) with the recommended Erfurt-Amsterdam, they simply decided to not extend my contract and terminate scheduled services.

So make sure you have your own PTBs behind you (the powers-that-be). State development, tourism, industry, politicians. And not just because they have to, but because they believe in your sales pitch. It’s a team effort. And a team is not a group of people who must work together, but it’s a group of people who trust each other. Emotion.

Emotions are key to successful selling. If you hire a sales manager, find someone emotional. Someone creative. And don’t make them an engineer, you likely have enough of those already, right?

Jobs-quote
This just applies as much to Sales people as to engineers…

Cloud vs. Security. And the Internet of Things

The Travel Industry and the Cloud

GDShosteddistributionBack in 2000, in my presentation at ITB Travel Technology Congress, I addressed the changes e-Commerce brought to our distribution. Aviation and travel have a very strong history in what we today experience as “new”, call “cloud computing”.

Aviation has been a pacemaker in pre-Internet e-Commerce. Since the invention of the first “computerized reservation systems” (CRS), based on American’s ground-breaking development of the “Semi-Automated Business Research Environement” (Sabre). Read the Sabre-History for more. Thanks to the global SITA communications network (yes, those guys I temporarily worked for last year after they acquired my employer), aviation appreciated near instantaneous communication ever since I started working in aviation back in the late 80s. What we call e-Mail today, we called “Queue Messages” back then. To date, bookings, called “Passenger Name Records” (PNR) are created and maintained “in the cloud”. Whereas the “cloud based server” is either one of the Global Distribution Systems (GDS) and/or the airline’s own CRS.

Airline IT-managers celebrating this as the next big thing simply sell you old wine in new barrels. In the mid 90s, just about 20 years ago, the last “dummy terminals” were taken out of service, replaced by PCs with more sophisticated interfaces. Which were meanwhile very much replaced by web-clients working in standard browsers. The only difference being that those browsers often still use closed networks (such as SITA) for data transport instead of the Internet. Aside the obviously more reliable and stable data speed, this directly leads to the next question:

Cloud Security

amadeus 4 tiersWhere the GDS and CRS frequently work in a closed environment reducing the danger of hacking and other insecurities, recent developments make those services available through Internet links. Being a commodity, this is much cheaper. But it also opens the communication to a number of security issues. It needs complex security layers to avoid hacking or other unintended communication disrupting those large host systems. And this is also important to understand. “working in the cloud” is “clouding” (disguising) reality with fuzzy, hip wording. All it is is communicating through the cloud (word used to disguise “the Internet”) with servers that are not local but “elsewhere”.

Amadeus Datacenter Munich
Amadeus Datacenter Munich

The cloud servers of Apple, Amazon, Microsoft, Amadeus, Worldspan or Sabre. Where the “Sabre” computers have been sold to HP and Sabre uses “commercial services”, Amadeus still has it’s own and also publishes quite some diagrams and images I frequently refer to.

But a fact in all such cases: If you believe it’s your data, this is a self-deception. You got to trust the company where you store your data to be trustworthy. Whereas recently there are quite some concerns about governmental insight into data. As I mentioned back in 2008, it’s questionable if a national government demands access to data without guarantee that this confidential commercial information does not reach the company’s competitor in that country. The example was not Russian, but American. Who watches the watcher?

owncloudAs I mentioned in my ITB presentation 2004, there’s possibilities to use alternate services from the Open Source developments. With cloud computing, you’re no longer required to use commercial services: I recently shifted all my personal data, especially calendar and contacts from Google into my OwnCloud. I trust my friend maintaining my own server. It’s in a huge computer center but my friend secures it against “unfriendly” or unauthorized access. And I hope what I have is not interesting to the server center operator to have someone physically accessing my server to steal data. A theoretical possibility. It’s a (semi-constant) assessment, on who to trust.

I also mentioned in my 2013 blog about Big Data, “The first, Big-Data-experts came up with, have been personal profiles, coming from a variety of different sources. That Google and Facebook still offer me young Russian ladies for marriage is a good sign that they are way off even that goal.” It’s a simple question on big data. From the same post: “And as the amount of data grows faster than the processing power, the real problem is predictable.”

Open Data

As much as you want to keep your personal and commercial data in some areas private, there was a mantra in the 90s “My data is my capital”. It was the time the Internet started to make data available to everyone and who “owned” the data could sell it expensively. To date the value of the GDS, the OAGs, Albatross, CH Aviation and other such data collecting companies. Whereas it is relatively easy to process aviation data as most of it is very clearly standardized. But as much as the data processing adds some value, it’s life cycle is ending. More and more “common data” becomes available openly. Where that i.e. started with OpenStreetMap, meanwhile the basic cadaster (land registry) data like street data, administrative boundaries, etc. are made openly available. Others still try to charge horrendous amounts, but they become a minority and will become extinct soon. The value is no longer in “owning” the data, but in meaningful analysis and use of it.

NextVue2Having been pacemakers in e-Commerce, aviation today is light years behind other industries. U.S. tools showing aircraft in-flight on maps like Harris Corp. (Exelis) NextVue does not have access to Canadian data as NAV Canada wants to sell it. Expensively. Not exchange (to also have access to U.S. data). It’s mine. Such, planes not traveling to/from the U.S. airspace simply don’t show. And the NAV Canada data is very often “a problem” for webservices providing such information in other markets. Dear NAV Canada, this is your wake-up call. The same for many other government owned “businesses”. Open Data is here. If you don’t come along, you will find yourself bypassed before long.

The same experience I had in my past years working on Airport Collaborative Decision Making (A-CDM). As long as our industry does not learn that it is in the benefit to the entire business and industry to share work data at reasonable cost. Base data is freely available today. But it’s fascinating how much of the base data we get from the “official sources” (like IATA, ICAO and the likes) is of lousy quality requiring manual review and updates.

That’s aviation. Believe me, working with data from 33 countries in Europe so far, basic data like population on municipality level, associating that to commercial or openly available map data from the same country’s cadastre … It’s a challenge. Many countries where the name of a city is not unique, but a municipality may have three four different names in the country. Not to mention that there are duplicate municipality names even within the same state. Open data is needed, but I think it might be something if a country could decide on unique naming for a given municipality and if EuroStat and the national statistics offices could agree on a unique identifier. And make sure their data matches. Else, a lot of people in the world will have a full time job to repeat the stunt we did. And other such data correcting others did. Again. And again. And again again.

The Internet of Things

Big Data is like teenage sex. Everyone talks about it, nobody really knows how to do it, everyone thinks everyone else is doing it, so everyone claims they are doing it...The last weeks the messages on LinkedIn, hyping the “Internet of Things” (IoT) are “exploding”. At this point, it’s very much like “Big Data”. Because just like big data, the concerns mentioned above apply. As long as everyone does something different and there is no common understanding about how to connect the IoT, it’s a lot of smoke and distracting noise, but not too much on real results. No matter if it’s global players announcing their understanding of IoT. As long as they don’t agree and establish open standards, IoT is a buzz word with not much substance.

As an example from another industry, more common to us all: For many years I have a look at “house IoT”. It would be so nice to be able to have the thermostats and blinds being programmable. Unfortunately, all makers of “intelligent” thermostats have their own “standard”, making it impossible to mix them. So if you want to buy, you got to select the system. And you’re stuck with it… That’s like the times of VHS vs. Betamax or DVD±R, where you usually selected the wrong technology…

Babelfish
Babelfish

Just as “video tape” or “DVD” came, evolved a standard and then became household normality, the IoT will need to develop common standards to allow common tools to exchange information with them in a default way. And not have 150 different “interpreters” trying to talk to all those devices in their language…

Food for Thought
Comments welcome!

Redundancy

DLsystemcrash
Image: 103.7 (CBS.com)

New York Times Headline: Delta Malfunction on Land Keeps a Fleet of Planes From the Sky

Voicing that opinion in combination with the related incidents for many years, this is just another example that we rely solely on cloud technologies without proper (working) backup or fallback systems.

Talking about “system failure”, it might not be related to technology here…

Raid1No matter if it was a power failure as initially stated or a malfunction of a power control module, it shows that Delta IT did not do basic precautionary homework. No backup power, no working (tested) system redundancy at a different server location. So one server location (Atlanta) fails and down goes Delta…? I can understand if a home location fails on backup and redundancy, but no serious company should rely on a single location. Redundant Array of Independent Disks (RAID) is a common precaution and on distributed systems can also operate at geographically different locations in order to assure that during an outage at one location, the other location seamlessly takes over.

The secondary system may be slower, less responsive, but it provides the backup.

And Delta cannot claim that to be the first time. The first time I had a similar case was with Northwest (now Delta) back in early 1990, where Northwest was one of the only flights leaving Frankfurt on time during a system outage, as we issued boarding passes by hand, based on the passenger list printed the evening before… I think that was the last time no individually traveling passenger had to sit on the middle seat alone…

Another example I keep referring to was the time in the later 90s, early 2000s during the infancy of online travel booking, when Lufthansa hat to shut down Expedia. As Expedia inquiries for flight availability paralyzed Lufthansa operations. Because from the old logic of the airline CRS (computer logic), the booking process prioritized operational processes. Expedia’s uncached availability requests to the Lufthansa hosts flooded the Lufthansa system to the point where no operational requests could be processed. Good night check-in, good night passenger manifests, good night operations.

In 2004, a system crash paralyzed Lufthansa, which I addressed in my blog about the St. Florian’s Principle: Oh Holy Dear St. Florian, don’t burn my house, take the neighbor’s one.

Those are just major ones, which became noticeable to me. Business Insider reports more cases with JetBlue, American and United. So now it’s Delta. But taken the speed of IT development and the increasing complexity of the systems used, I doubt it takes a long time to hear  about more such crashes. Time for the airline IT to do it’s homework and make sure the host system (CRS) is redundant…

Food For Thought
Comments welcome

A-CDM – why doesn’t it pick-up speed?

This is the question I got confronted with this week, triggering me to think in more detail about it.

As you may remember, I have written a few introductions posts about A-CDM. I still believe in A-CDM and think it is something airports should implement, but much more important, airlines should demand – and jointly invest into it with their main airport partners to steer developments in the right direction.

de-icing bak3

I don’t have any access any more to the base file, but as a result on the presentation of the Zurich case study I’ve put together for WinterOps.ca, I focused on the “cash” savings, I hadn’t addressed then. We did calculate based on the performance improved expressed on slides 3 and 5 and the underlying data. We used conservative figures from IATA, Eurocontrol and FAA about the cost incurred by delay per minute. Our conservative results for Swiss (airline), the hub carrier at ZRH with a 48% market share in the given winter  saved more than 20 million Euros. Even if we consider the delay cost only applicable beyond 15 minutes, the savings were above € 10 million (approx $ 13 million then). If you consider the cost to set up the system from scratch and the necessary interfaces, one single harsh winter covers up for the cost.

Similar are the savings on normal operations on the bigger airports and on all the hub airports of reasonable size.

winterops3+5

Eurocontrol A-CDM Impact Assessment ReportNow my friends in the LinkedIn group CDM@airports celebrate airport Number 20 being A-CDM compliant. And they praise the A-CDM Impact Assessment Study by Eurocontrol. Sorry if I don’t fall into the appraisal and worshiping… The new study again looks very “scientific” at the issue, just “generic” cost savings, no individual example, but such being the argument for the CFO (Chief Financial Officer). In my comments, I got the response that it’s “obvious” and the decision makers are expected to understand the cost savings intuitively. Sorry there, in my experience even when you push their nose on the $ or € amounts they tend to come up with the hen/egg principle. Why should they invest into it, what’s their benefit? And guess what: They’re right!

We got to answer that question to promote the issue.

There’s also a nice animated video about the European ATM master plan linked to the issue. Though looking at the key deliverables, I don’t find the cost savings they promote in the video. It’s again “scientific view point” where executives are to understand the cost savings from the operational improvements. But that’s exactly the point. In my experience, these chief something officers do not spend the time to think that step on their own. As such. Without some company investing into a presentation to convert those operational improvements into cash savings, why would someone want to invest into it?

But the main two questions are: What’s the cost saving for me and who should invest and why? Those questions are not properly addressed I believe.

To rephrase the first question:

Who benefits and what’s the numbers?

Source: Eurocontrol A-CDM Impact Assessment
Source: Eurocontrol A-CDM Impact Assessment

So Swiss at Zurich benefited from an investment by Zurich Airport in the range of what? 20 Million? In one winter alone. But Swiss did not invest. Zurich Airport is. And most airline managers I talk to go “it’s an airport thing”. Sorry. If you’re an airline operations manager and you don’t get the point, you might be over your head on operations and have no vision for your own business’s development. Understandable if you’re a small airline. Not very professional if you work for one of the big shots.

At the right, there’s the “cost savings” slide from the A-CDM Impact Assessment. Back in 2004, the DOT averaged a delay minute with $ 100, more recent figures from Eurostat, IATA or other sources are sometimes substantially higher. The study even addresses the total savings on the fuel side. though 26.8 million on 2.2 million departures don’t sound much. What misses is the amount of delays those 2.2 million departures accumulated. Then you can break it down. Or where and when those delays arose (i.e. during winter operations? ATC delays?

There’s also something we call the A-CDM delay. When flights do not leave “on time”, due to A-CDM constraints. Such your flight could have left “punctual” but sitting duck on the taxi way due to traffic jam. Instead, A-CDM keeps the flight at the gate until the A-CDM system needs it for the now jam-free departure. That’s a change in paradigms! But it’s better for everyone, so you better find a way to solve the resulting repercussions (and yes, there are ideas).

The main benefit is to the airline! Secondary benefit is to the more punctual airport, also thanks to a usual increase in “capacity”. Though it might be noteworthy that even London Heathrow found good reason to invest into A-CDM solutions.

Who should invest – and why?

Priorities
Priorities

There’s two opinions I was confronted over the course of the past two years. Airlines believe, that this is a “single airport issue” and should be the concern of the airport. Whereas most airport managers question, why they should invest, if the airline benefits in dollars & cents from the development. O holy dear St. Florian

There were some good approaches as to implement the technology and charge the airline for the savings. That simply does not work, as usually there’s not a single effort to improve punctuality and airlines after tend to question the cost savings to result from that investment. Or airline managers sit back and expect the airport to be interested to provide improved punctuality. Whereas some airports openly questioned that they make more money from delayed passengers than from punctual ones. And as long as it’s not the airport to blame, why should they care too much?

Don’t get me wrong, I don’t approve either. That is an issue, I believe must be addressed by the players on a global scale! That A-CDM Impact Assessment Study was a good idea, just from a practical point of view a lousy execution. It is my honest believe that airline operations managers must understand that they got to demand A-CDM at their hub airports in order to improve on-time performance for the better of their own network. And airline and airport must find a way to benefit both on an investment. The current trend to have the airport pay and the airline to pick the raisins and savings is neither fair, nor does it help to promote comprehensive A-CDM deployment.

That also means that the airline has to invest into their OCCs (Operations Control Centers) to exchange data with the other players as explained in my post APOC, OCC, NMOC and A-CDM.

Food for Thought
Comments welcome

2009 Saratov Study (free)

SaratovStudy2009P.S.: With kind approval from our contracting clients, we have now released our 2009 Saratov sub-study on the Russian regional aviation markets (download 2MB). We are sorry that the complete study remains under non-disclosure agreement and can still not be made available.

Your feedback on the study is always very much appreciated (take it as a compensation for getting it for free).

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