Abstract: Standard cost-of-living indexes assume that preferences are homothetic, ignoring the well-established fact that tastes vary with income. This paper considers how assuming homotheticity biases our estimates of spatial price indexes for consumers at different income levels. I use Nielsen household-level purchase data in over 500 categories of food products to calculate micro-founded income- and city-specific price indexes that account for non-homotheticity, as well as city-specific price indexes that do not. I find that the income-specific cross-city price indexes vary widely across income groups. Grocery costs are 20 percent lower in a poor city relative to a wealthy city for a low-income household, but they are 20 percent higher in the poor city for a high-income household. The homothetic price indexes perform well in predicting the cross-city variation in prices for low- and middle-income households, but poorly for high-income households. These results suggest that using homothetic cost-of-living indexes understate the relative price level in poor locations for rich households..

This paper uses detailed barcode data on purchase transactions by households in 49 U.S. cities to overcome a large number of problems that have plagued spatial price index measurement. We identify two important sources of bias. Heterogeneity bias arises from comparing different goods in different locations, and variety bias arises from not correcting for the fact that some goods are unavailable in some locations. Eliminating heterogeneity bias causes 97 percent of the variance in the price level of food products across cities to disappear relative to a conventional index. Eliminating both biases reverses the common finding that prices tend to be higher in larger cities. Instead, we find that price level for food products falls with city size.


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The music video was directed by Emil Nava and was premiered on 30 January 2011. The video begins closing up on a giant teddy bear that is missing an eye and an arm, accompanied by a musical box-rendering of Johann Strauss II's The Blue Danube, before zooming out to show a child version of Jessie J sitting next to it, who then gets up and walks around the bear, turning her into her full-sized self. Jessie J is then shown standing and holding out her hands, and as the lyrics suggest, a coconut man and a moonhead appear on her outstretched hands (this is a reference to the two individuals who co-wrote the song with her: Dr. Luke is coconut man and Kelly is moonhead in reference to his large head) and pointing to herself (referring to herself as pea because of her small head). The video then goes back to Jessie J in the lap of the large teddy bear and shows various scenes of Jessie J holding up items that relate to the lyrics, including a huge price tag and pointing to left and the right. As the chorus begins, Jessie J is shown dancing under a money tree with dollar bills covering its branches. A scene of Jessie J is then shown of her as an oversized ballerina in a jewelry box. As Jessie J says the words "video hoes", a scene of her wearing the same outfit as in her "Do It Like a Dude" video and dancing holding her crotch, suggesting that she is not a hypocrite. Jessie J is next shown riding around on a small tricycle. As the song progresses into the second chorus, Jessie J and two background dancers are shown as marionettes, with Jessie J wearing a Pinocchio hat, dancing to the song. The video then moves to B.o.B as his verse begins, showing him dancing in front of a beat up car, that starts jumping and moving to the beat. He is then shown standing in the middle of four large, toy green army men. As his verse ends, Jessie J is shown squeezed into a doll house and holding a glass doll that is missing part of its head. As the video goes into its final chorus, scenes of Jessie J are shown her dancing with B.o.B, laying on the floor missing a leg, sitting in an oversized chair, dressed up as a doll in a blue and white dress, and dancing with her younger self. The video ends with Jessie J closing the door to her doll house; with her still inside it, the camera carries on zooming out.

However, while many projects can add value, the increased sale price may not cover the full cost of the project. To help you balance costs and benefits, we've included the estimated return on investment (ROI) for several types of projects. All figures are from a 2023 study by the National Association of REALTORS.Footnote1

Outdoor kitchens have become more and more popular in recent years, giving homeowners more ways to enjoy their outdoor space. As a result, REALTORS estimate that 100% of what you spend on a moderately priced outdoor kitchen could be recovered when you sell the home. That said, expensive outdoor appliances and furniture may not have as good a return, and it's probably not the type of improvement to make if you're getting ready to sell.

More outside lighting adds safety and security, and, of course, it makes the yard more attractive for enjoying after the sun sets. With an average 59% ROI, it's not going to add a lot to your home price. You can cut installation costs with battery-powered lights instead of a fully wired system, or save on your electric bill with solar-powered LED lights. 0852c4b9a8

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