Using data visualization to explore the eras of baseball

These are examples of key pieces of information that come with a challenge: How do you identify these periods in your data where change occurs? And, can you explain the change?
This topic is always at the top of mind when I work with customers. This week, the game of baseball is also on my mind, as the season is now underway.
Recent discussions with some of my friends who are baseball fans have centered on the history of the game, and how various rules and events affected the game over time. Or had the game been affected? Some thought the rule changes and events could not have had a significant impact, while others were noncommittal.
As a statistician with data and tools to analyze it, I decided to do a bit of research. It occurred to me that this was a nice opportunity to illustrate how we might discern the periods of time that have been affected by events, policy or rules. We could have fun with baseball data while keeping in mind that the same approach could apply to businesses in other industries.
My approach
Major League Baseball (MLB) makes its data publicly available through Sean Lahman (SeanLahman.com). From his robust set of files, I built a comprehensive database of SAS data sets featuring baseball data.
The approach to discerning different periods of time (or in the case of baseball, eras) was twofold: First, I would rely on the expert opinion of … myself. And second, I would explore an analytical technique to see if the result would agree and support expert opinion – and also, would it surface more periods of interest? You'll see this second part in a follow-up post.
I like to develop my data using the SAS Data Step, and did so from within SAS Enterprise Guide. In doing so, I developed a simple metric representing the Runs Per Game (RPG), believing that would be the metric that I could use to represent rule changes over time. It’s been said that “runs are the currency of baseball,” and if a rule or event disrupted the normal production of runs over time, then we should discuss it! I built the data set and seamlessly sent it to JMP.
A graph spurs discussion
Using Graph Builder in JMP, I quickly created one of my favorite means of analytical communication: the scatterplot. This one featured the mean RPG versus Year. And, as soon as I built the graph (and shared it), the questions and observations from my friends started to flow:
  • Why were there so many runs before 1900?
  • Why were there so few runs between 1900 and 1920?
  • Why did runs fall off in the early 1940s?
  • Runs didn’t rise as much as I had expected in the 2000s…
  • What era are we in now?
The graph evolved a bit as we discussed these questions. Here’s the scatterplot of Mean Runs Per Game Through the History of Baseball that triggered these questions and many more.
Mean Runs Per Game Through the History of Baseball
I added the colors and references lines as the eras of the game were differentiated in our discussions. The majority of the questions directly related to eras as identified by baseball historians.
Some of the questions (and answers) were as follows:
Why were there so many runs scored before 1900?
  • Until 1887, the batter could essentially call the pitch (i.e., “high or low”), and the pitcher was obligated to comply.
  • Until 1885, “flat” bats were used.
  • Until 1883, pitches were launched below the waist and had less velocity.
  • Until 1877, there were “fair foul hits” where balls that might hit inbounds and “kick out” before first or third base were considered hits (today they are called foul balls).
  • This era was known as the “19th Century Era.”
Why were there so few runs scored from 1900 to 1920?
  • Many manufacturers produced baseballs with poor and inconsistent specifications.
  • Teams used the same ball literally until the cover came off – it became dirty and difficult to see.
  • This era was known as the “Dead Ball Era.”
What happened to increase run production after 1920?
  • After Ray Chapman was hit and killed by a pitch, baseball began using clean balls. Witnesses stated that Chapman didn’t even flinch, which led most to believe that he hadn’t seen the ball approaching.
  • Home run hitters like Babe Ruth emerged.
  • Consistent manufacturing (with consistent rubber cores) made the baseballs come off the bats more readily.
  • This era was known as the “Live Ball Era.”
What happened in the early 1940s? It appears runs fell off again.
  • Replacement players played the games as “the regulars” joined the military during World War II.
  • This period is not always called an era, but referred to as the “War Years.”
Questions continued to bubble up…The discussion continued in many interesting directions, for example:
  • The era from 1947 to 1962 is referred to as the “Integration Years,” as Jackie Robinson joined the Dodgers on April 15, 1947.
  • The era that begins in 1963 still perplexes baseball historians at what to call it, or even how many eras might exist from 1963 to the present. Here are some of the events and rule changes that have affected the game since 1963:
    • The league expanded from 16 to 30 teams, effectively diluting the talent among teams and prompting many to refer to this entire period from 1963 to present as the “Expansion Era.”
    • The American League instituted the “Designated Hitter” into the game in 1973, leading some to refer to the period from 1973 to present time as the “Designated Hitter Era.”
    • Rumors of players using performance-enhancing drugs surfaced in the mid-1990s, resulting in some calling 1995 to 2009 the “Steroid Era.”

Helping to make Cambodia's children strong, healthy and clever

Complementary feeding campaign promotes nutritious porridge for children 6 - 24 months.

In April 2012, UNICEF, with funding from Spain through the Millennium Development Goals Joint Programme and the United States Agency for International Development (USAID), and in partnership with the Royal Government of Cambodia Ministry of Health, National Centre for Health Promotion (NCHP), the National Nutrition Programme, the World Health Organization, the Reproductive and Child Health Alliance (RACHA), and Helen Keller International launched a communication campaign to promote complementary feeding in Cambodia to change the way caregivers feed their children in order to improve child nutrition.

GUIDE TO WALKIE TALKIES

Walkie Talkies, or even PMRs, tend to be portable, transportable radios which connect wirelessly utilizing stereo surf for a passing fancy, discussed rate of recurrence music group. This particular can make Walkie Talkies probably the most effective methods in which to stay connection with big categories of individuals more than broad places from inexpensive.

Two-way radios tend to be strong, easy-to-use, as well as easy to utilize. They're especially useful with regard to make use of outside or even within function conditions exactly where cell phones or even pills tend to be as well sensitive or even from transmission variety.
Much more officially referred to as the portable transceiver (or HT), Walkie Talkies had been initially created throughout the 2nd globe battle because method of interacting along with soldiers about the entrance collection. Through the years they've progressed into ultra-portable, lengthy varying, sturdy conversation products utilized in an array of areas.

Walkie Talkies make use of a stereo rate of recurrence, usually close to 466 MHz, to permit fundamental speak more than brief as well as moderate miles. Due to this PMRs (private cellular radio) possess a great deal of utilizes such as:

Law enforcement Support
Lifeguards
Buying center protection
Store or Stockroom personnel
Vacations overseas
Hiking outings
Angling
Searching
Snowboarding outings
Walking.

Five tips for the 5:2 diet



I've never been a great dieter. I've tried a few of the popular ones in my time, like the no-carbs Atkins, but the only one that ever has truly worked on me in the 'Less food, more exercise' one, which is the hardest one to do. ;-)

But in the last year or so, with my bad back and frozen shoulder, I've not been able to exercise as much as I'd like to (dog walking not withstanding) and it's been really difficult to keep my weight down. Besides, it seems that as soon as I start to do regular sessions in the gym, my appetite shoots up and I lose no weight whatsoever.

So when, after seeing a BBC programme on it, the Englishman suggested we should try the 5:2 diet, I was game. When I was younger and living in Helsinki I did a few complete fasting sessions with my father. This fast would last five days and you were only allowed to drink fruit juices on the first and last days. So I thought I knew what I was getting into to.

But the 5:2 diet, which basically means you eat less on two days per week, is much easier. You're allowed 500 calories (600 for men - so unfair!), which when you think about it isn't that bad. And unlike on the fasts of my youth on this one you're allowed to drink coffee! (Coffee is the one thing I cannot give up these days…)

As well as weight loss, this diet is supposed to be good for your brain cells (cancelling out the damage done by wine), lower your cholesterol and blood pressure. It seems us humans need to feel a bit of hunger now and then. (I always knew this, really.)

I've been doing the 5:2 fasting for about three months now, and have lost 5 kilos. I feel so much better on it, not only because of the weight loss, but because I seem to have more energy and control over my eating. Not that I was ever out of control exactly. (Honest, Gov.)

And that's exactly how this 5:2 diet works. After the initial shock to the system, your stomach actually contracts and you feel less hungry, more aware of how much you eat on any given day, whether it is one of the 2 or one of the 5 days of the week.

So here are my 5 tips to successfully do this diet:

1. Do not do consecutive days - it's too hard and I at least find the second day in a row gruelling. And don't do weekends - we tried a Friday and nearly killed each other.

2. Get busy - the more you have to think about something else other than food, the easier it is. I work from home half of the week, so I try to fast when I'm in the office. And don't watch Nigella on TV while fasting. She's like a Domestic Devil to a me on one of my 2 days.

3. Get yourself an app. I use MyFitnessPal which is a simple tool to count the calories. And that is all you need it for, really, so any other means to do that (a notepad) is equally good. But for those of you, like me, who love apps, this one also records the foods you've used, the exercise you take and the weight you are losing (and predicts what you would lose in 5 weeks if each day was like the one you've just recorded). You can scan the packets to get the correct calorie amount, or you can make up your own meals, or just enter calories.

4. Don't be too hard on yourself. I have missed a couple of fasting days during the past three months. Just because you do that, there's no need to throw in the towel. There's always tomorrow, or next week!

5. Don't go alone. Doing this with some-one is so much easier. Some weeks because of schedules the Englishman and I've had to do different days, and it just doesn't work. Plus it makes TV viewing harder (see Nigella above).

So give it a go…but obviously if you suffer from a medical condition you have to see your doc first.

Happy fasting…!

Bissell vacuum cleaner manuals


Below is a growing list of Bissell vacuum manuals and quick start guides.  Maintenance guides for filters and other vacuum parts, as well as complete vacuum parts lists and diagrams, can also be found below.  Some of this documentation can also be found on the Bissell website.

User's guides:
Bissell 10M2 Series Zing Canister Vacuum Cleaner
Bissell 10N4 Series / 22K7 Series 220-240V CleanView Lift-Off
Bissell 1132 Vac & Steam All-In-One Vacuum and Steam Mop
Bissell 1189 Series Lift-Off 2-in-1 Cyclonic Cordless Stick Vacuum
Bissell 1200 Series / 7887 Series / 12U9 Series SpotBot Home Vacuuming System
Bissell 1240 Series / 68C7 Series PowerForce Helix
Bissell 12B1 Series / 1240 Series / 68C7 Series PowerForce Helix / PowerForce Helix Turbo Vacuum
Bissell 1400 Series Little Green Compact Deep Cleaner
Bissell 1425 Series AutoCare ProHeat
Bissell 1672 Series Big Green Deep Cleaner
Bissell 1690 / 1695 PowerSteamer Upright Deep Cleaner
Bissell 16N5 Series Healthy Home Vacuum
Bissell 17G5 PROlite Multi Cyclonic Vacuum
Bissell 18P0 Series / 43Z3 Series Garage Pro Vacuum
Bissell 21R9 Series V. (Versus) Cordless Bare Floor Vacuum
Bissell 22Q3 Series Zing Canister Vacuum Cleaner
Bissell 23T7 Series EasyVac / PowerForce Compact Vacuum
Bissell 25A3 Series / 64D9 Series PROheat
Bissell 2763 Series / 9182 Series PowerGlide Vacuum Cleaner with Lift-Off Technology
Bissell 30K4 Series 220-240V Little Green
Bissell 32Y7 Series / 22C1 Series / 21K3 Series / 71V9 Series CleanView Helix
Bissell 33A1 Pet Hair Eraser Corded Hand Vacuum
Bissell 3512-5 Upright Vacuum Cleaner
Bissell 3522 PowerForce Vacuum
Bissell 3574 Series / 3576 Series CleanView II Bagless Vacuum
Bissell 3574 Series / 73G8 Series / 3576 Series / 20Q9 Series CleanView II Bagless Vacuum
Bissell 3583 Series / 7636 Series / 3247 Series / 2970 Series / 8531 Series CleanView Vacuum Cleaner
Bissell 3750 Series 220V-240V Lift-Off Bagless Vacuum
Bissell 3760 Series / 4220 Series / 6850 Series / 6860 Series Lift-Off Revolution Vacuum
Bissell 38B1 Series 3-in-1 Vac (2010)
Bissell 38B1 Series 3-in-1 Vac (2012)
Bissell 3918 Series CleanView / 9595 Series CleanView Plus
Bissell 3920 Series / 6750 Series Pet Hair Eraser Bagless Vacuum (2007)
Bissell 3920 Series / 6750 Series Pet Hair Eraser Bagless Vacuum (2009)
Bissell 3920 Series / 6750 Series / 8784 Series Pet Hair Eraser Vacuum (2010)
Bissell 4104 Series PowerGroom Pet Bagless Vacuum
Bissell 4122 Series Zing Canister Vacuum Cleaner
Bissell 44M3 Series Rewind Premium / 67F8 Series Rewind Premier Pet Vacuum
Bissell 47R5 / 35V4 Series Auto-Mate Corded Hand Vacuum
Bissell 50C9 Heavy Duty Vacuum
Bissell 50Y6 Series Little Green ProHeat
Bissell 5200 Series 220-240V Flip-It Hard Floor Cleaner
Bissell 5207 / 9749 / 7786 Series SpotClean
Bissell 53Y8 Series / 75Q3 Series Lift-Off Floors & More Pet Vacuum
Bissell 5770 Series / 5990 Series / 6100 Series / 6405 Series Healthy Home Bagless Upright Vacuum (2006)
Bissell 5770 Series / 5990 Series / 6100 Series / 6405 Series Healthy Home Bagless Upright Vacuum (2008)
Bissell 58F8 Series Rewind SmartClean / 18M9 Series Rewind PowerClean / 84G9 Series Rewind PowerHelix / 26T5 Series Rewind CleanView Pet
Bissell 6489 Series Zing Canister Vacuum Cleaner
Bissell 6584 Series PowerForce Bagless Vacuum
Bissell 6585 Series PowerForce Turbo Bagless Vacuum (2007)
Bissell 6585 Series PowerForce Turbo Bagless Vacuum (2013)
Bissell 6594 Series PowerForce Bagless Vacuum
Bissell 66T6 Series OptiClean Cyclonic Bagless Canister Vacuum (2009)
Bissell 66T6 Series Pet Hair Eraser OptiClean Cyclonic Bagless Canister Vacuum(2012)
Bissell 67E2 Series PowerGroom Pet Canister Vacuum
Bissell 6900 Series DigiPro Vacuum
Bissell 7100 Series Zing Canister Vacuum Cleaner
Bissell 71Y7 Series PowerForce Vacuum Cleaner
Bissell 81L2 Series PowerEdge Hard Floor Vacuum
Bissell 81M9 Series Trilogy / Trilogy Pet / TripleClean Professional Vacuum
Bissell 82G7 Momentum Bagless Vacuum
Bissell 82H1 Series Cleanview Helix Vacuum
Bissell 93Z6 Heavy Duty Vacuum Cleaner
Bissell 95P1 / 82H1 Cleanview Helix Vacuum

Quick start guides:
Bissell 16N5 Series Healthy Home Power Clean Multi Cyclonic Vacuum
Bissell 52C2 Series / 61C5 Series Total Floors Vacuum

Parts lists:
Bissell 1400 Series / 1425 Series Little Green Compact Deep Cleaner
Bissell 1650 / 1653 Little Green Clean Machine
Bissell 1720-1 / 1720-2 / 1720-3 / 1720-Q / 1725 / 1725-1 Portable Deep Cleaner Little Green
Bissell 5770 Series / 5990 Series / 6100 Series Healthy Home Bagless Upright Vacuum

But Will It Make You Happy?


SHE had so much.
Viktor Koen
 Weekend Business: Tim O’Brien and Stephanie Rosenbloom on what makes consumers happy.
J. Emilio Flores for The New York Times
Roko Belic, a filmmaker, moved from San Francisco to a trailer park in Malibu and now surfs often. He is working on a documentary about happiness.
Leah Nash for The New York Times
Tammy Strobel and her husband, Logan Smith, in their pared-down, 400-square-foot apartment in Portland, Ore.
A two-bedroom apartment. Two cars. Enough wedding china to serve two dozen people.
Yet Tammy Strobel wasn’t happy. Working as a project manager with an investment management firm in Davis, Calif., and making about $40,000 a year, she was, as she put it, caught in the “work-spend treadmill.”
So one day she stepped off.
Inspired by books and blog entries about living simply, Ms. Strobel and her husband, Logan Smith, both 31, began donating some of their belongings to charity. As the months passed, out went stacks of sweaters, shoes, books, pots and pans, even the television after a trial separation during which it was relegated to a closet. Eventually, they got rid of their cars, too. Emboldened by a Web site that challenges consumers to live with just 100 personal items, Ms. Strobel winnowed down her wardrobe and toiletries to precisely that number.
Her mother called her crazy.
Today, three years after Ms. Strobel and Mr. Smith began downsizing, they live in Portland, Ore., in a spare, 400-square-foot studio with a nice-sized kitchen. Mr. Smith is completing a doctorate in physiology; Ms. Strobel happily works from home as a Web designer and freelance writer. She owns four plates, three pairs of shoes and two pots. With Mr. Smith in his final weeks of school, Ms. Strobel’s income of about $24,000 a year covers their bills. They are still car-free but have bikes. One other thing they no longer have: $30,000 of debt.
Ms. Strobel’s mother is impressed. Now the couple have money to travel and to contribute to the education funds of nieces and nephews. And because their debt is paid off, Ms. Strobel works fewer hours, giving her time to be outdoors, and to volunteer, which she does about four hours a week for a nonprofit outreach program called Living Yoga.
“The idea that you need to go bigger to be happy is false,” she says. “I really believe that the acquisition of material goods doesn’t bring about happiness.”
While Ms. Strobel and her husband overhauled their spending habits before the recession, legions of other consumers have since had to reconsider their own lifestyles, bringing a major shift in the nation’s consumption patterns.
“We’re moving from a conspicuous consumption — which is ‘buy without regard’ — to a calculated consumption,” says Marshal Cohen, an analyst at the NPD Group, the retailing research and consulting firm.
Amid weak job and housing markets, consumers are saving more and spending less than they have in decades, and industry professionals expect that trend to continue. Consumers saved 6.4 percent of their after-tax income in June, according to a new government report. Before the recession, the rate was 1 to 2 percent for many years. In June,consumer spending and personal incomes were essentially flat compared with May, suggesting that the American economy, as dependent as it is on shoppers opening their wallets and purses, isn’t likely to rebound anytime soon.
On the bright side, the practices that consumers have adopted in response to the economic crisis ultimately could — as a raft of new research suggests — make them happier. New studies of consumption and happiness show, for instance, that people are happier when they spend money on experiences instead of material objects, when they relish what they plan to buy long before they buy it, and when they stop trying to outdo the Joneses.
If consumers end up sticking with their newfound spending habits, some tactics that retailers and marketers began deploying during the recession could become lasting business strategies. Among those strategies are proffering merchandise that makes being at home more entertaining and trying to make consumers feel special by giving them access to exclusive events and more personal customer service.
While the current round of stinginess may simply be a response to the economic downturn, some analysts say consumers may also be permanently adjusting their spending based on what they’ve discovered about what truly makes them happy or fulfilled.
“This actually is a topic that hasn’t been researched very much until recently,” says Elizabeth W. Dunn, an associate professor in the psychology department at the University of British Columbia, who is at the forefront of research on consumption and happiness. “There’s massive literature on income and happiness. It’s amazing how little there is on how to spend your money.”
CONSPICUOUS consumption has been an object of fascination going back at least as far as 1899, when the economist Thorstein Veblen published “The Theory of the Leisure Class,” a book that analyzed, in part, how people spent their money in order to demonstrate their social status.
And it’s been a truism for eons that extra cash always makes life a little easier. Studies over the last few decades have shown that money, up to a certain point, makes people happier because it lets them meet basic needs. The latest round of research is, for lack of a better term, all about emotional efficiency: how to reap the most happiness for your dollar.
So just where does happiness reside for consumers? Scholars and researchers haven’t determined whether Armani will put a bigger smile on your face than Dolce & Gabbana. But they have found that our types of purchases, their size and frequency, and even the timing of the spending all affect long-term happiness.
One major finding is that spending money for an experience — concert tickets, French lessons, sushi-rolling classes, a hotel room in Monaco — produces longer-lasting satisfaction than spending money on plain old stuff.
“  ‘It’s better to go on a vacation than buy a new couch’ is basically the idea,” says Professor Dunn, summing up research by two fellow psychologists, Leaf Van Boven and Thomas Gilovich. Her own take on the subject is in a paper she wrote with colleagues at Harvard and theUniversity of Virginia: “If Money Doesn’t Make You Happy Then You Probably Aren’t Spending It Right.” (The Journal of Consumer Psychology plans to publish it in a coming issue.)
Thomas DeLeire, an associate professor of public affairs, population, health and economics at the University of Wisconsin in Madison, recently published research examining nine major categories of consumption. He and Ariel Kalil of the University of Chicago discovered that the only category to be positively related to happiness was leisure: vacations, entertainment, sports and equipment like golf clubs and fishing poles.
Using data from a study by the National Institute on Aging, Professor DeLeire compared the happiness derived from different levels of spending to the happiness people get from being married. (Studies have shown that marriage increases happiness.)
“A $20,000 increase in spending on leisure was roughly equivalent to the happiness boost one gets from marriage,” he said, adding that spending on leisure activities appeared to make people less lonely and increased their interactions with others.
According to retailers and analysts, consumers have gravitated more toward experiences than possessions over the last couple of years, opting to use their extra cash for nights at home with family, watching movies and playing games — or for “staycations” in the backyard. Many retailing professionals think this is not a fad, but rather “the new normal.”
“I think many of these changes are permanent changes,” says Jennifer Black, president of the retailing research company Jennifer Black & Associates and a member of the Governor’s Council of Economic Advisors in Oregon. “I think people are realizing they don’t need what they had. They’re more interested in creating memories.”
She largely attributes this to baby boomers’ continuing concerns about the job market and their ability to send their children to college. While they will still spend, they will spend less, she said, having reset their priorities.
While it is unlikely that most consumers will downsize as much as Ms. Strobel did, many have been, well, happily surprised by the pleasures of living a little more simply. The Boston Consulting Group said in a June report that recession anxiety had prompted a “back-to-basics movement,” with things like home and family increasing in importance over the last two years, while things like luxury and status have declined.
“There’s been an emotional rebirth connected to acquiring things that’s really come out of this recession,” says Wendy Liebmann, chief executive of WSL Strategic Retail, a marketing consulting firm that works with manufacturers and retailers. “We hear people talking about the desire not to lose that — that connection, the moment, the family, the experience.”
Current research suggests that, unlike consumption of material goods, spending on leisure and services typically strengthens social bonds, which in turn helps amplify happiness. (Academics are already in broad agreement that there is a strong correlation between the quality of people’s relationships and their happiness; hence, anything that promotes stronger social bonds has a good chance of making us feel all warm and fuzzy.)
And the creation of complex, sophisticated relationships is a rare thing in the world. As Professor Dunn and her colleagues Daniel T. Gilbert and Timothy D. Wilson point out in their forthcoming paper, only termites, naked mole rats and certain insects like ants and bees construct social networks as complex as those of human beings. In that elite little club, humans are the only ones who shop.
AT the height of the recession in 2008, Wal-Mart Stores realized that consumers were “cocooning” — vacationing in their yards, eating more dinners at home, organizing family game nights. So it responded by grouping items in its stores that would turn any den into an at-home movie theater or transform a backyard into a slice of the Catskills. Wal-Mart wasn’t just selling barbecues and board games. It was selling experiences.
“We spend a lot of time listening to our customers,” says Amy Lester, a spokeswoman for Wal-Mart, “and know that they have a set amount to spend and need to juggle to meet that amount.”
One reason that paying for experiences gives us longer-lasting happiness is that we can reminisce about them, researchers say. That’s true for even the most middling of experiences. That trip to Rome during which you waited in endless lines, broke your camera and argued with your spouse will typically be airbrushed with “rosy recollection,” says Sonja Lyubomirsky, a psychology professor at the University of California, Riverside.
Professor Lyubomirsky has a grant from the National Institute of Mental Health to conduct research on the possibility of permanently increasing happiness. “Trips aren’t all perfect,” she notes, “but we remember them as perfect.”
Another reason that scholars contend that experiences provide a bigger pop than things is that they can’t be absorbed in one gulp — it takes more time to adapt to them and engage with them than it does to put on a new leather jacket or turn on that shiny flat-screen TV.
“We buy a new house, we get accustomed to it,” says Professor Lyubomirsky, who studies what psychologists call “hedonic adaptation,” a phenomenon in which people quickly become used to changes, great or terrible, in order to maintain a stable level of happiness.
Over time, that means the buzz from a new purchase is pushed toward the emotional norm.
“We stop getting pleasure from it,” she says.
And then, of course, we buy new things.
When Ed Diener, a psychology professor at the University of Illinois and a former president of the International Positive Psychology Association— which promotes the study of what lets people lead fulfilling lives — was house-hunting with his wife, they saw several homes with features they liked.
But unlike couples who choose a house because of its open floor plan, fancy kitchens, great light, or spacious bedrooms, Professor Diener arrived at his decision after considering hedonic-adaptation research.
“One home was close to hiking trails, making going hiking very easy,” he said in an e-mail. “Thinking about the research, I argued that the hiking trails could be a factor contributing to our happiness, and we should worry less about things like how pretty the kitchen floor is or whether the sinks are fancy. We bought the home near the hiking trail and it has been great, and we haven’t tired of this feature because we take a walk four or five days a week.”
Scholars have discovered that one way consumers combat hedonic adaptation is to buy many small pleasures instead of one big one. Instead of a new Jaguar, Professor Lyubomirsky advises, buy a massage once a week, have lots of fresh flowers delivered and make phone calls to friends in Europe. Instead of a two-week long vacation, take a few three-day weekends.
“We do adapt to the little things,” she says, “but because there’s so many, it will take longer.”
BEFORE credit cards and cellphones enabled consumers to have almost anything they wanted at any time, the experience of shopping was richer, says Ms. Liebmann of WSL Strategic Retail. “You saved for it, you anticipated it,” she says.
In other words, waiting for something and working hard to get it made it feel more valuable and more stimulating.
In fact, scholars have found that anticipation increases happiness. Considering buying an iPad? You might want to think about it as long as possible before taking one home. Likewise about a Caribbean escape: you’ll get more pleasure if you book a flight in advance than if you book it at the last minute.
Once upon a time, with roots that go back to medieval marketplaces featuring stalls that functioned as stores, shopping offered a way to connect socially, as Ms. Liebmann and others have pointed out. But over the last decade, retailing came to be about one thing: unbridled acquisition, epitomized by big-box stores where the mantra was “stack ’em high and let ’em fly” and online transactions that required no social interaction at all — you didn’t even have to leave your home.
The recession, however, may force retailers to become reacquainted with shopping’s historical roots.
“I think there’s a real opportunity in retail to be able to romance the experience again,” says Ms. Liebmann. “Retailers are going to have to work very hard to create that emotional feeling again. And it can’t just be ‘Here’s another thing to buy.’ It has to have a real sense of experience to it.”
Industry professionals say they have difficulty identifying any retailer that is managing to do this well today, with one notable exception:Apple, which offers an interactive retail experience, including classes.
Marie Driscoll, head of the retailing group at Standard & Poor’s, says chains have to adapt to new consumer preferences by offering better service, special events and access to designers. Analysts at the Boston Consulting Group advise that companies offer more affordable indulgences, like video games that provide an at-home workout for far less than the cost of a gym membership.
Mr. Cohen of the NPD Group says some companies are doing this. Best Buy is promoting its Geek Squad, promising shoppers before they buy that complicated electronic thingamajig that its employees will hold their hands through the installation process and beyond.
“Nowadays with the economic climate, customers definitely are going for a quality experience,” says Nick DeVita, a home entertainment adviser with the Geek Squad. “If they’re going to spend their money, they want to make sure it’s for the right thing, the right service.”
With competition for consumer dollars fiercer than it’s been in decades, retailers have had to make the shopping experience more compelling. Mr. Cohen says automakers are offering 30-day test drives, while some clothing stores are promising free personal shoppers. Malls are providing day care while parents shop. Even on the Web, retailers are connecting on customers on FacebookTwitter and Foursquare, hoping to win their loyalty by offering discounts and invitations to special events.
FOR the last four years, Roko Belic, a Los Angeles filmmaker, has been traveling the world making a documentary called “Happy.” Since beginning work on the film, he has moved to a beach in Malibu from his house in the San Francisco suburbs.
San Francisco was nice, but he couldn’t surf there.
“I moved to a trailer park,” says Mr. Belic, “which is the first real community that I’ve lived in in my life.” Now he surfs three or four times a week. “It definitely has made me happier,” he says. “The things we are trained to think make us happy, like having a new car every couple of years and buying the latest fashions, don’t make us happy.”
Mr. Belic says his documentary shows that “the one single trait that’s common among every single person who is happy is strong relationships.”
Buying luxury goods, conversely, tends to be an endless cycle of one-upmanship, in which the neighbors have a fancy new car and — bingo! — now you want one, too, scholars say. A study published in June in Psychological Science by Ms. Dunn and others found that wealth interfered with people’s ability to savor positive emotions and experiences, because having an embarrassment of riches reduced the ability to reap enjoyment from life’s smaller everyday pleasures, like eating a chocolate bar.
Alternatively, spending money on an event, like camping or a wine tasting with friends, leaves people less likely to compare their experiences with those of others — and, therefore, happier.
Of course, some fashion lovers beg to differ. For many people, clothes will never be more than utilitarian. But for a certain segment of the population, clothes are an art form, a means of self-expression, a way for families to pass down memories through generations. For them, studies concluding that people eventually stop deriving pleasure from material things don’t ring true.
“No way,” says Hayley Corwick, who writes the popular fashion blog Madison Avenue Spy. “I could pull out things from my closet that I bought when I was 17 that I still love.”
She rejects the idea that happiness has to be an either-or proposition. Some days, you want a trip, she says; other days, you want a Tom Fordhandbag.
MS. STROBEL — our heroine who moved into the 400-square foot apartment — is now an advocate of simple living, writing in her spare time about her own life choices at Rowdykittens.com.
“My lifestyle now would not be possible if I still had a huge two-bedroom apartment filled to the gills with stuff, two cars, and 30 grand in debt,” she says.
“Give away some of your stuff,” she advises. “See how it feels.”