Few acronyms generate as visceral a reaction as “LAX.” It seems everyone passing through these pearly gates and into the City of Angels has an opinion, and they’re not afraid to share it. Our data set for this analysis contains around 150,000 words – roughly 400 pages – of Facebook reviews of Los Angeles International Airport. That’s 10,000 more words than there are in The Last of the Mohicans.
In this article, we’ll demonstrate how we used Lexalytics’ web analytics platform to understand the common topics, themes, and entities discussed, and the sentiment directed at each. As you’ll see, many of the topics mentioned in LAX reviews mirror what we’ve seen in the other airport data sets we analyzed: staff attitude, wayfinding, and facility cleanliness, among others. But LAX travelers also talk about a new topic: traffic.
Spot the pattern
One way airport companies generate revenue is from an umbrella of sources known as “off-terminal concession revenue.” This includes money from parking and ride-share companies, such as Uber and Lyft.
Using signals in natural language optimizes how these revenue streams are managed, enhancing the customer experience. In this way, the customer becomes the airport’s business advisor. When social media channels are structured and mined using natural language processing, airport stakeholders gain access to decisive feedback. Take this recent comment as an example:
“The procedure to get to terminal three (3) is very unorganized. Signs leading to the bus are not very visible. Once coming off the elevator there is a cluster and too many agents in the area. I think it can be controlled by 1-2 personnel, however there were about 4-5 directing traffic. People waiting to get on the bus were preceded by people getting off the elevator. Needs more organization.”
This review, isolated from within a massive data set, reveals a great deal about how people feel about three important facets of traveler experience: wayfinding, staffing, and crowd management. These sentiments are echoed again and again throughout the data set, pointing not just toward a problem, but a solution. In this way, angry customers in a negative situation become reconnaissance agents in the field.
Ask the audience
We uploaded .csv file of LAX Facebook comments into Semantria Storage & Visualization, Lexalytics’ web-based analytics dashboard. After clicking “Start Analysis,” SSV returns a visual analysis of the data set.
Taking a birds-eye view of the topic “traffic”, we see an expected trend: 42% of Facebook reviews are negative. Another 42% bear neutral or ambiguous sentiment, and a small 15% bear some positive sentiment.
How can anybody be positive about LA’s traffic? Well, there are all sorts of people commenting on the LAX Facebook page. Some favorable reviews allude to complex thoughts, like an Uber driver discussing how returning to LAX again and again allows you to “appreciate [the] traffic rhythm and placement of each terminal.”
Negativity with traffic is expected, but signals within this sentiment help stakeholders make a structural difference to airport facilities. The best comments point to specific and achievable goals:
“Took me 50 minutes from the time I left the rent car return to get to my terminal drop off. Horrible traffic! This was at 11:00pm on a Monday night. This airport is completely unorganized in the load and unloading zones!”
This comment illustrates three key facts: first, congestion around LAX does not correlate with peak LA traffic patterns.
Second, Airport Boulevard and Aviation Boulevard, where most rental car agencies are located, should be optimized for traffic.
Third, the loading and unloading zones are unintuitive and cause problems for motorists.
Finding the perfect spot
Terminal traffic congestion happens when Person 1 asks Person 2 for a ride to the airport. However, in almost all cases, locals going through an airport prefer to retain autonomy by bringing their own car. Not surprisingly, long term parking is a function of two things: price and convenience. Going back to traffic, LAX still has a long way to go. Says one guest: “I’ve never seen a worse airport for traffic. Gridlock just to park at terminal parking. This place is a total nightmare.”
While long-term parking is within a mile of the airport, motorists still need to travel down a congested eight-lane boulevard, traversing several intersections. Introducing innovative traffic-reducing mechanisms, like roundabouts, might aleve the LAX commuter headache. But the problems don’t subside once the motorist enters a parking structure.
“LAX is one of the worst airports to get in and out of. Lot C parking is a nightmare!” Says one irate traveler. “I have been waiting 30 minutes for Lot C bus on a Friday night. Ridiculous!” Complains another. Ire over parking is plentiful. Another commenter adds some specificity:
“Lot C service is horrible. Bus service is spotty. Parking lot has not been paved in years. Wait on average 20+ minutes for service that is billed as ‘every 7 to 10 minutes.’ What a joke.” From overhauling boulevards to improving parking bus service, LAX needs to make radical changes based on consumer feedback. Otherwise, they’ll continue to lose valuable revenue from parking.
LAX and Sentiment Analysis
It’s easy to feel despair after dipping a toe into the lake of fire that is LAX’s social media reviews. But there’s hope on the horizon. Chief Experience Officer Barbara Yamamoto spoke candidly about the airport’s use of text analytics in a recent interview.
“LAX piloted a big data research tool that analyzed guest feedback utilizing Artificial Intelligence to assess Emotional Intelligence by looking for words and phrases that correlate with important guest experience metrics… LAX listened to the voices of nearly 17,000 guests and has benefited from insights that defined root causes or offered evidence that led to root causes when supported by other internal metrics and research.”
Since this interview, LAX has started construction on an airport train originating at the heart of the land-side experience. It will move passengers to and from a consolidated rental car facility, parking structure, and the Los Angeles Metro, alleviating many of the traffic concerns present in our data set.
“LAX is listening to its employees and guests and using improved customer feedback tools to help make better decisions that will improve the guest experience.” says Yamamoto. “Sometimes it’s the little things that really add up to a memorable experience.”
From WiFi connectivity in Las Vegas to wayfinding at SFO, NLP social listening success stories are multiplying through the airport space. And it looks as though LAX is well on its way to joining that powerful AI powered future.
We do have one word of advice for our Angeleno friends as they blaze forward into this bright future: maybe tune your configuration for bus NEAR/5 “LOT C” — you’ve got some pretty grumpy people waiting for a very late bus!