Showing posts with label smart travel data. Show all posts
Showing posts with label smart travel data. Show all posts

Tuesday, 12 June 2018

The Secrets to Using Data for Better Results

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Travel brands everywhere are rushing headlong into data and analytics to try and get closer to their customers but what are the keys to success? A new report investigates …

EyeforTravel’s new report series into behavioural analytics is looking at what makes customer tick and how travel brands can use data techniques to improve every part of their sales process. In the first report in the series, Understanding the Travel Consumer, EyeforTravel alongside leading travel brands, is opening up the data processes and techniques necessary to drive insight. Core to this is how to treat the data itself. Here are some key pieces of advice from the report that can help you to unlock the potential in your data.

Concentrate Data
In the report, every travel brand featured advocated consolidating data into centralized systems. This is because it then becomes easier to drive reporting, analytics, automation, and personalization from a single source.

For car hire company Hertz, they realized that they needed a ‘golden record’ for each customer. Ricardo Rangel, senior director of data architecture at Hertz defines this “a single, well-defined version of all the data entities in an organisation.”

First, they had to pool their data before they could run it through a customer matching engine, which has “the capability of searching, indexing and giving back the information about that customer.” Layered on top of this is an “application network” that interfaces across the business to provide a wide variety of services via Application Programming Interfaces (APIs), from alerting about a flat tire or issue with a particular model of car, to giving customers their preferred car type.

NH Hotels moved their property management system, central reservations system, customer relationship management and revenue management solution to the same database and Eurail has one “data warehouse” accessible to all employees via desktops or mobile phones. 

Travel digital marketing expert at McKinsey & Co Del Ross advises looking at your needs and budget – especially for smaller firms – working with a third-party specialist, and holding your data remotely in the “cloud”. “Storage space, speed, access, and security are all important considerations in data strategy,” he advises. “These factors combine to make cloud sourcing more compelling.  Using the principle, ‘only do what only you can do,’ brands should capitalize on the technical expertise of specialty service providers and invest their resources into analytics and gathering actionable insights.”

However, Maria Gómez Bada, manager of analytics and data insights for HomeAway.com, points out that “If you have data internally, you will always have more actions on the data and be able to get more insight. If you have it externally, it’s probably cheaper short-term but you have a black box.”

Ask What Are You Asking?
When it comes to data, it is easy to get lost and find yourself tied up in a tide of requests and dead-ends that don’t lead to actual improvement. The key is to define the requirements in crystal clear terms before setting out. “What we learned … was that we needed to understand the question or the problem that we were trying to solve and our audience so that we could structure the dashboards to serve them,” says Priti Dhanda, director of revenue management analytics at Hyatt. “The properties had very different requirements to the above property people. So, a key goal was how do you use the same data and answer questions for the different audiences?”

Deploy First, Test Later
If you’re looking to expand your organization’s data analytics then the experts in the report recommend getting solutions set up and operating so they can be tested and perfected rather than trying to build a great system from the outset. “It doesn’t need to be perfect [on release] and then we continue to improve it,” says Dhanda. “If we just focus on building that most perfect solution, we would never get there, and we would still be thinking and trying to get even a sample out.”

The testing of systems then becomes critical. “In the CRM space, we test absolutely everything,” said Darrin Rowe, director, customer insights & loyalty at Greyhound Lines speaking at Smart Travel Data North America 2018. “It’s an A/B test for every single thing we do. So, thinking about creative, thinking about copy and subject lines. There’s no magic bullet here, it’s just a ton of A/B testing and figuring out what resonates with our customers.”

According to Steven Consiglio, product performance manager at Booking.com, his organization has found that “It is impossible to even have hypotheses turn out to be accurate in our findings,” which makes testing vital to uncover those unintuitive findings. Therefore, on their site, “The amount of different site experimentations is countless. The experimentation is ever-present.”           

Visualize for Success
Visualization is critical for data-led analysis. As the quantity of data exponentially increases, visual means are frequently the only way to comprehend and extrapolate meaning. Furthermore, data has been found to be far more convincing than just presenting the bald numbers, making it vital for gaining buy-in from colleagues.

“Visualizing does not need to be difficult – it turns difficult content and relationships into understandable information,” says Ina Hoppe, data analyst and systems development manager at Leonardo Hotels. “Pre-think what you want to show, or you will draw sophisticated dashboards no one will use. Ask your teams what they want, and keep it simple,” a sentiment that harks back to Dhanda’s advice when creating a project.  

Let the Law Lead
“I think data is the future of everything that we do and we’re scraping the surface,” says Alessandra di Lorenzo, Chief Commercial Officer, Media and Partnerships at lastminute.com group. “We must never as companies, even as individuals, underestimate the power of data and the importance of managing that data in a compliant way that doesn’t damage the company’s relationship with customers. My answer is [to] probably get some help if you’re not very big, because it’s tricky and even the big players are still learning.”

This is now all the more vital as the European General Data Protection Regulation has come into force and means that customers must agree explicitly to all uses for their personal data, that data must be protected, and they can delete it.

Practical solutions brands can take to comply and still have a strong set of customer data include separating and anonymizing data. Amer Mohammed, head of digital innovation at Stena Line ferry firm says it now splits data into two copies: The first is anonymized, the second is personal. “In the marketing you have personal data where you can identify the individual, in the second we have anonymous, aggregated data,” he told the EyeforTravel Smart Travel Data Summit 2017. “If a customer asks us to delete their data, we only delete the first one. The second we use to get to know our customers.” This allows them to continue drawing conclusions whilst protecting the data and allowing customers to delete it easily.

Click here to download the Understanding the Customer report, part of EyeforTravel’s Behavioural Analytics Report Series. This report features insights from: 
  • Booking.com
  • HomeAway.com
  • Hyatt
  • Hertz
  • Expedia
  • Lastminute.com Group
  • McKinsey & Co
  • Stena Line

Tuesday, 5 June 2018

How Travel Brands Should Tackle Attribution


Knowing your customer is critical but complex journeys across multiple devices present travel brands with huge challenges. A new report investigates how travel brands can conquer attribution.

Travel brands should attack the issue of attribution from multiple angles says EyeforTravel’s new Understanding the Customer report, a completely free report, which can be downloaded now. Approaches range from tracking through cookies, data-driven attribution and encouraging customers to log-in to own brand sites and apps, all of which needs to be underpinned by a strong data program that measures changes over time.

Travel brands need to undertake an extensive and multi-faceted approach because attribution requires capturing interactions at so many touchpoints over extended periods and with different devices.

Mobile bookings in particular have additional complexity in terms of attribution, as mobile remains a last-minute channel, with short leads times leaving limited room to build up tracking data. In EyeforTravel’s Mobile Industry Survey 2018, 80% of accommodation business surveyed reported that mobile lead times were shorter, with 58.7% saying that they were much shorter. Just 1.3% found that mobile lead times were longer.

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This can leave brands reliant on just last touch attribution, particularly when it comes to mobile bookings, and often looking at an incomplete view of their customer’s journey.

Maria Gómez Bada, analytics expert at HomeAway.com, argues that travel firms should fight the tendency to analyse just the last click, and see the whole picture. She believes that Google Analytics default attribution model, which will show you your customer’s last known direct click, gives an incomplete picture. Instead, she proposes data-driven attribution models for most online, complex companies.

“Data-driven attribution understands the value of the whole path, not only considering clicks but also impressions,” she explained. “[For example], a customer has seen your ad in Facebook, doesn’t click on it but recalls your brand, and might come in later through SEO [search engine optimisation] or SEM [search engine marketing]. Data-driven attribution gives a value to each medium and channel, considering clicks and impressions. Not only that, it works with predictive models to try to understand how you can invest in better marketing channels and ultimately get more conversions.”

To do this however, you need a strong foundation of data around your customers. “We’ve implemented a data management platform that basically enables us to very much look at our audience,” says Alessandra di Lorenzo, chief commercial officer, media and partnerships at lastminute.com group. Core to this is tracking, particularly cookies: “We call our cookies essentially unique users who come to our site [and when] altogether, make up our audience. What we do is look at this audience and combine segments… that we then use to personalize all of the messages that pop up on the website. This information enables us to make the customer journey more intelligent and more profiled, and therefore more relevant, we hope, to the unique users coming to browse our pages.”

Combining data from your sites cookies with third-party tracking enhances the potential to build out profiling and increases the accuracy of data-driven attribution. “Access to a person’s behaviour from retargeting sites and affiliates helps us, with a breadth of exposure,” says Steven Consiglio, product performance manager at Booking.com. “A map site, a luxury vacation site, it goes on-and-on. [Through these] you learn increasingly more, because your learning platform is not your own page: it’s wider.”

However, Lorenzo argues that even when armed with a host of information, “Unique identification is pretty much impossible from one device to another. Our solution to this is giving customers a value that brings them to log in… [for] a more tailored experience.… We have implemented all of the social log ins to make it very seamless. It’s about exchanging value and creating something special for our users.”

“Who can argue if a probability-based algorithm is right or wrong unless you benchmark it against another probability-based algorithm or a deterministic approach – which is what you have with a log-in base? This is the power of the Googles and Amazons, Facebooks and eBays who have a massive amount of logged-in customers and can deterministically tell if you are the same person.”

Del Ross, senior advisor at McKinsey & Co and a travel distribution and digital marketing expert, adds that the most important thing is to ensure that your data methods stay the same over time, so you can understand trends. “Behavioral insights have much more commercial and strategic value than transactional data,” he believes. “Transactional attribution is useful, but it is more important that the attribution method be consistent so that changes over time can be understood.  The absolute data is less important than pattern changes, which can reveal shifts in customer preferences and needs.”

Click here to download the Understanding the Customer report, part of EyeforTravel’s Behavioural Analytics Report Series. This report features insights from:

  • Booking.com
  • HomeAway.com
  • Hyatt
  • Hertz
  • Expedia
  • Lastminute.com Group
  • McKinsey & Co
  • Stena Line

Tuesday, 4 July 2017

Get smarter with the Smart Travel Data Series Content Pack

Effectively utilizing data and analytics for travel brands in the 21st Century will not just be a case of improving performance, it will be a matter of survival. Therefore, EyeforTravel has been researching how data is changing the face of travel through a series of investigative reports that will help brands understand how to effectively gather, understand and utilize the vast and constantly expanding universe of information.


Here is a brief summary of each report in the content pack:
·       The State of Data and Analytics in the Travel Industry: What are the big trends, challenges and opportunities being created by data and analytics for the travel and tourism industry? EyeforTravel conducted a global, industry-wide survey of more than 450 travel data professionals to find out.

·       Understanding the Travel Consumer´s Path to Purchase: EyeforTravel and Jumpshot tracked more than a quarter of a million travel purchasers across five countries through clickstream data and consumer surveys to build a picture of the path to purchase. This white paper details the how, where and why of the decisions people make before they book, and what travel brands should be doing to capture market share.

·       Improving the Airline Experience: For passengers, booking and flying remains a process with many pain points. However, these represent opportunities for airlines, as by solving or easing these problems they can differentiate their services and avoid becoming just commodities in the eyes of consumers. With a major consumer survey and industry research, see how airlines can get a competitive edge in customer experience.

·       Aggregating Data Streams for More Effective Revenue Management: Revenue managers are facing a data overload: competitor analysis, channel production, distribution costs, booking information, customer data and much more. How can they know where to look, what to get out of their data and how to apply it? Help is at hand as this report will guide revenue managers in data collection, interpreting their findings and building strategies to increase profitability.

·       EyeforTravel Smart Travel Data Summit North America 2017 Round-up: EyeforTravel's Smart Travel Data Summit North America 2017, held in February 2017, saw the industry come together to engage in high-level discussions that would help attendees understand the trends and best practice surrounding data in travel. Across the two days speakers from top brands, such as Hilton, Delta, Accor, Wyndham and IHG, wrestled with the big issues and showed how their brands were creating value from data.

·       EyeforTravel Smart Travel Data Summit 2016 Round-up: EyeforTravel's Smart Travel Data Summit, held in November 2016 in Amsterdam, brought together the continent's top data analysts and scientists to discuss how the industry could better improve its approach to gathering, deploying, and using the vast amounts of information being created in the Digital Age.

·       Airport 3.0: The Technology and Data Transforming Airport Operations: The airport of the future will be customer-centric and data-driven with a ruthless focus on operational efficiency. This is being driven by passenger's smartphones, geolocation technology, cloud computing, and the insights being derived from all these technologies. Read this white paper to see what the innovators are doing to improve their airports and what opportunities are arising from increased customer access and cross-selling opportunities. 


So don't delay, download the Smart Travel Data Series now and get smart to the changes transforming our industry. 

Wednesday, 26 April 2017

Data Quality and Cleanliness the Biggest Challenge Reported by Travel Tech Professionals

46% of respondents to EyeforTravel’s industry-wide survey find that data quality and cleanliness is a challenge


EyeforTravel’s new State of Data and Analytics in Travel Report 2017 has identified data quality and cleanliness as the biggest challenge facing the more than 450 travel data professionals surveyed for the report.

According to Alex Hadwick, Head of research at EyeforTravel: “It is unlikely that this issue will diminish in the near future as the potential universe of data available to the travel and tourism industry is increasing exponentially. Travel brands will have to question whether they can adequately put in place systems to monitor data sources and prevent pollution as the potential universe of information expands way beyond what humans can respond to.”

The next biggest challenge, noted by four out of ten respondents, is creating a consistent data strategy. Travel brands need to make sure that they are co-ordinating properly and communicating data strategies across their organisations. This was reinforced when respondents were asked whether they have a clear understanding of the Key Performance Indicators (KPIs) they should be measuring and working towards. Here, a surprisingly high percentage - 27.1% - said “no”.

Other major issues reported by the industry are data integration, deploying analytics in a timely manner and skills and training. For the former, 38.9% said that integrating from external sources is a challenge and 31.1% said that internal sources are an issue. For the latter, 31.7% of the panel felt that getting adequate training was a concern and 29.7% identified finding skilled people in the jobs market.

Click here to download the full report for free now. Or to learn the best data and revenue management strategies directly, why not attend EyeforTravel Europe on May 3-4?

Tuesday, 25 April 2017

Travel Industry Struggling with Attribution

More than half of marketing professionals report that they have limited visibility of their customers as they move across devices and touchpoints


Attribution continues to be an issue for the travel and tourism industry as travellers hop across devices and sites during their journey according to EyeforTravel’s State of Data and Analytics in TravelReport 2017. Of the marketing professionals surveyed, 54.3% reporting that they could either track users to a limited degree (24.5%), just on their own domains (16%) or not at all (13.8%).

For those companies that report that they can track users in some detail, a quarter say they can track them across most devices and touchpoints. A further 20.7% report that they can track users across touchpoints but not across devices, illustrating that it is the cross-device behaviours prevalent in travel that are the main challenge.

“I think attribution will be one of the big focuses for travel brands over the medium-term,” said Alex Hadwick, Head of Research at EyeforTravel. “Our consumer-focused research shows that travellers are increasing their usage of mobile, especially in Asia-Pacific markets, but huge numbers of consumers switch devices during their journey with desktop still the main channel globally in terms of spending. With personalisation the primary stated goal of the industry, brands will need to be able to track users more effectively as they switch across sites but particularly across devices if they want to truly understand the journey.”

The survey also found that out of the more than 450 travel data professionals surveyed, just 30.9% are gathering geo-spatial and geographic data and 30.6% are looking at mobile app data to get insight into customers. This further supports the need for the industry to expand its efforts into multi-channel data gathering. Investment into systems and skills to do this should be forthcoming, as the report notes that three quarters believe that their department will receive budget increases in 2017 against 4% who expect a decrease.

Click here to download the full report for free now. Or to learn the best data and revenue management strategies directly, why not attend EyeforTravel Europe on May 3-4?

Wednesday, 19 April 2017

Facebook Has a Monopoly Amongst Travel Marketers

62% of travel marketers rate Facebook as the most effective social media network.  


Facebook is peerless amongst travel marketers according to a new industry-wide survey from EyeforTravel. The State of Data and Analytics inTravel Report 2017 found that 61.6% think Facebook is the best performing social media network, leaving Instagram – also a Facebook company – a distant second at 15.8% of respondents.

Twitter rounds out the top three at 10.3% of respondents and is followed by YouTube at 6.2% of respondents. No other social media network had a significant response rate.

“Facebook has numerous advantages above its rivals, but the largest of these is the depth of information it has on its users,” said Alex Hadwick, Head of Research at EyeforTravel. “Potentially Facebook has the majority of a Millennial or Generation Z’s life recorded in detail, from their interests and preferences, to the places they have travelled to. This gives them enormous power that has been multiplied by the clever acquisitions of Instagram and WhatsApp. In my opinion these acquisitions also help to future-proof Facebook from potential downturns in usage of its original platform.”

The survey also found that 78% of travel marketers are using social media data in their marketing campaigns. This level of integration illustrates the importance social now plays in marketing efforts, a position that is likely to increase rather than diminish in the medium-term.  

Click here to download the full report for free now. Or to learn the best data and revenue management strategies directly, why not attend EyeforTravel Europe on May 3-4?

Tuesday, 18 April 2017

Travel Industry Investment into Data and Analytics to Rise Substantially in 2017

Three quarters of travel professionals working with data believe that their department will receive budget increases in 2017 against 4% who expect a decrease



Travel is awash with data and companies are loosening their purse strings to get to the insight this provides, according to EyeforTravel’s new industry-wide State of Data and Analytics in Travel Report 2017. Amongst respondents, who came from all verticals in the industry, 74.5% report that they expect budget increases in 2017. Amongst the remained

For those looking forward to more cash to play with this year, budgets are often increasing by a substantial amount. More than half of the entire sample reports that they expect budgets to increase by 6% or more and 30% expect it to increase by 11% or more.

However, part of this may be because travel companies data efforts are coming from, in general, a relatively small base. Although 65% of the panel reports that they have a dedicated data, analysis or insight team, they are largely staffed by small teams. Two thirds of respondents report that their team is less than 10 employees strong and 51.5% have a team of five individuals or less.

“The travel and tourism industry has realised the importance of strong data analysis and is manoeuvring itself into a good position,” said Alex Hadwick, Head of Research for EyeforTravel. “We found that in terms of analytics, data deployment and attribution, travel is relatively advanced compared to other industries. These planned budgetary increases will help increase the depth of talent and acquire the tools needed to get maximum value out of the huge amount of data that already exists and will be generated in the future.”

The survey also found variation between the expectations of data professionals for this year when it comes to where they are based.  Respondents were most optimistic about budget increases in Asia-Pacific, followed by Europe and then finally North America.

This geographic divide was reinforced in how respondents view the coming year for the travel and tourism industry as a whole. In both Asia-Pacific and Europe 16.3% of respondents are neutral or negative about growth prospects for this year, compared to 23.3% of respondents from North America.

Hadwick believes that this is reflective of wider industry sentiment in the region: “With the WTTC warning of changing sentiment towards the US and reports for Q1 indicating lower flight bookings to the US, there appears to be a bigger story here that is reflected in our data.”

Click here to download the full report for free now. Or to learn the best data and revenue management strategies directly, why not attend EyeforTravel Europe on May 3-4?

Tuesday, 10 January 2017

How Is Data Changing Travel?



Data is the driving force behind the changes being felt in the travel industry and its effects are being applied everywhere, from flight searches to hotel front desks. The pace and level of this change can seem overwhelming but we want to help guide you through this with our new State of Data in Travel Survey.

Take just five minutes to complete the survey and we will send you the results, so you can see how the industry is changing, where the challenges are, and how you compare. If you work with data at all, whether as a CEO, marketer, revenue manager, analyst, or data professional, we would love to hear from you. Completing the survey will also get you access to a host of free content and a chance to win a pair of Luxe Edition Beats Solo2 headphones!

We want to use the survey to figure out where the opportunities and the barriers are, such as:

  • How are budgets changing? 
  • What are the most popular data sources and where are the gaps?
  • What is driving investment into data?
  • What channels are working well for marketers?
  • What is holding the industry back? Staffing & skills? Attribution issues? Poorly-defined KPIs? Data quality & cleanliness?

We will be analysing your answers alongside hundreds of other travel professionals to create a comprehensive report.

This report is part of our Smart Travel Data Series, which you will also receive for completing the survey. You can access the white papers we have already released as part of this series through the following links, with more content to come:

We look forward to hearing about your experience with data in the travel industry and will continue to produce research to support you and your organisation.

Alex Hadwick