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Here's why the most-ticketed cars story is junk

A recent study from Insurance.com found that owners of the Subaru WRX were the most likely people in the US to be ticketed for traffic infractions, with 33.6 percent of them receiving a citation in the last three years. Coming in a close second and third were drivers of the Pontiac GTO at 32.7 percent and the Scion FR-S at 32.6 percent. At first glance, this report looks like just a mildly interesting anecdote to tell your friends during a lull in conversation, but there seems to be a serious problem with the methodology here that might be blowing these numbers way out of proportion. Insurance.com explains that it based the study on 557,238 drivers who requested online insurance quotes from its service from January 1, 2013 to July 2014. To make it onto the list, a vehicle needed over 50 quotes, and in the end that left 526 models. However, these facts are almost useless because the list isn't based on percentages from the whole pool. The study's ranking comes from owners of specific vehicles, and these numbers aren't mentioned anywhere in the company's press release. All we know about the sample size for each model is that it's higher than 50. Assuming that amount for the WRX means it would only take about 17 people with tickets using the site to put the sporty car in first place. These unknown model sample sizes might explain some of the extremely odd entries on the list. For example, the long-discontinued Mercury Topaz is in seventh place with 28.8 percent of its drivers receiving tickets. The GTO and Toyota Supra are also in the top ten and out of production. Just a few people searching for these vehicles could be the reason for these strange results. Obviously automotive studies have their place, but this one just appears to have gotten confused along the way. Scroll down to read the report to see what we mean. Ticket magnets: The cars with the most violations September 30, 2014 (Foster City, CA) – One in three drivers of the Subaru WRX has a recent traffic violation, according to a study by Insurance.com, the car insurance comparison-shopping website, putting the turbocharged, all-wheel-drive sport-compact atop its ranking of cars that get the most tickets. The most-ticketed brand overall was Scion, with 27.5 percent of all owners reporting a traffic violation. Insurance.com looked at data from 526 models and more than 557,000 recent customers.

Will more efficient tech mean higher prices for Subaru?

If the latest ruling by the California Air Resources Board holds, then Subaru at least must build a plug-in hybrid in the coming years to comply with the Golden State's regulations. Fuel economy looks to improve across the board for the brand, though, thanks to $780 million going into the development of cleaner powertrains for this fiscal year alone. However, buyers might have to pay more for a Subie in the future after this boost in green spending. "Related costs are going up more than expected, bringing the profit margin downward," Fuji Heavy Industries President Yasuyuki Yoshinaga said to the Nihon Keizai newspaper in Japan, according to Automotive News. "We are a small company. We do not benefit as much from economy of scale as bigger companies, so we will have to make up for the increased costs by raising our brand value." At the moment, Subaru's electrified lineup in the US comprises just the XV Crosstrek Hybrid, but the company is reportedly planning to add more. Plus, Subie also wants to make its internal combustion engines more efficient. According to Automotive News, all of the brand's mills are getting direct injection by 2016, and cylinder deactivation and lean combustion cycles are on track for 2020. Earlier rumors also suggested that the automaker might bring the turbocharged four-cylinder boxer to more products, as well. While these more efficient models might cost more, Subaru must carefully maintain the balancing act of introducing the technology and keeping sales growing. As of May 2015, the brand had 42 straight months of year-over-year growth in the US and had record sales in the country last year. The company has already decided to significantly boost production capacity at its Indiana factory in hopes of keeping the good times rolling.

Impreza 5-door concept headlines Subaru's Tokyo lineup

Subaru is planning a whole raft of new debuts for the upcoming Tokyo Motor Show. One of them we've already seen in the updated Forester crossover. But that's just the tip of the proverbial iceberg when it comes to Fuji Heavy Industries' plans for the Japanese expo. Leading the lineup will be two brand-new concepts. Subaru will be showcasing a conceptual preview of the next-generation Impreza. The five-door hatchback is so far only being shown in sleek and shapely design renderings, so we'll have to wait as the show approaches to see more. But from what little we can see so far, the hatchback looks promising. Along with the Impreza is the hybrid Viziv Future concept, which builds on previous Viziv design studies in a crossover form that just might preview the upcoming replacement for the Tribeca. The sporty crossover concept is rendered in a muscular-looking take on typical Subaru style, in white with metallic and orange accents inside and out. A full glass sunroof lets the light into the thoroughly modern cockpit, with a large dashboard monitor and four individual bucket seats accessed by conventional front doors and what look like van-like, pillar-less sliding rear door like you might see on a Ford B-Max. The concept is fitted with a bike rack, automated driving is provided by the next-generation EyeSight system, and motivation comes from a turbocharged hybrid setup. This being a Subaru, it naturally features all-wheel traction, but it's provided through the road thanks to the electric motor on the rear axle. Other features of the Subaru pavilion in Tokyo include a luxed-up version of the WRX S4 dubbed SporVita, with an Italian leather interior. Other interior trim, 18-inch wheels, and a raft of otherwise optional equipment comes part of the package which will also bee seen on the Legacy. There'll be a few more new debuts – including new versions of the XV, Levorg, and WRX STI S207 – to be revealed later this month, along with the BRZ GT300 that Subaru fields in the Super GT series. Related Video: Subaru Exhibition Outline of the 44th Tokyo Motor Show 2015 October 7, 2015 Tokyo, October 7, 2015 – Fuji Heavy Industries Ltd. (FHI), the manufacturer of Subaru automobiles, will unveil two new concept cars at the 44th Tokyo Motor Show 2015 (Press Days: October 28 and 29; General Public: October 30 to November 8).