Consumption habits in segregated urban environments

Last registered on October 28, 2024

Pre-Trial

Trial Information

General Information

Title
Consumption habits in segregated urban environments
RCT ID
AEARCTR-0014591
Initial registration date
October 25, 2024

Initial registration date is when the trial was registered.

It corresponds to when the registration was submitted to the Registry to be reviewed for publication.

First published
October 28, 2024, 1:27 PM EDT

First published corresponds to when the trial was first made public on the Registry after being reviewed.

Locations

Primary Investigator

Affiliation
Bocconi University

Other Primary Investigator(s)

PI Affiliation
Harvard Business School
PI Affiliation
University of Illinois Urbana-Champaign

Additional Trial Information

Status
In development
Start date
2024-10-28
End date
2024-11-24
Secondary IDs
Prior work
This trial does not extend or rely on any prior RCTs.
Abstract
This study investigates consumption segregation in urban areas and explores whether creating opportunities for consumption in historically segregated neighborhoods can modify individual behaviors and promote the integration of these communities. Drawing on the contact hypothesis, which posits that intergroup interaction reduces prejudice, our experiment in Tulsa, Oklahoma, examines whether exposure to consumption opportunities in North and East Tulsa—predominantly Black neighborhoods with a history of segregation—can alter consumption patterns among residents from different areas within the city. Participants in our study are selected from neighborhoods outside North and East Tulsa and are randomly assigned to either engage with local vendors in these neighborhoods through a social event or to a control group visiting a neutral site. By analyzing transaction and survey data, we aim to determine whether direct consumption experiences in segregated areas lead to lasting behavioral changes in consumption patterns. This research provides valuable insights into potential strategies for reducing urban consumption segregation and mitigating its socio-economic consequences.
External Link(s)

Registration Citation

Citation
Choudhury, Prithwiraj, Luisa Gagliardi and Hoyoung Yoo. 2024. "Consumption habits in segregated urban environments." AEA RCT Registry. October 28. https://doi.org/10.1257/rct.14591-1.0
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Experimental Details

Interventions

Intervention(s)
The intervention will consist of a tour of North and East Tulsa. Participants allocated to the treatment group will meet at a common gathering point and be divided into buses. Each bus will have a professional tour guide who will introduce participants to the history of North and East Tulsa. All tour guides will be trained to provide participants with the same amount and type of information based on a predefined script. After the guided tour, all buses will stop at a designated location where a selection of local food shops, bars, pubs, and restaurants will set up stands to provide samples of typical foods, opportunities for interaction with local vendors, and an immersive experience of the neighborhood's culture.

Intervention (Hidden)
Intervention timeline

9:00 AM - Experience Tulsa Team arrive at 3 N Cheyenne offices. Coffee and breakfast will be provided for staff.

9:30 AM - Staff walks over to the Parkway parking lot at the intersection of Cheyenne and Archer. There will be 8 buses, 4 for the treatment and 4 for the control.

10:00 AM - Participants will begin arriving at the Parkway parking lot at Archer and Cheyenne and be loaded into their buses.
Staff will make sure participants will be promptly allocated to the treatment and control to avoid any contamination.

10:30 AM - Buses will depart. Each treatment bus will have a designated tour guide aboard.
Treatment tour
The Treatment Group buses will separate into two groups. Bus 1 & 2 will be Group A and Bus 3 & 4 will be Group B. Each group will have equal numbers of participants (125 max).
Group A:
10:30 AM - 11:15 AM - The group will go on a guided tour of North Tulsa with stops in the following locations.
- The intersection of Greenwood and Archer (23 N Greenwood Ave)
- The Greenwood Cultural Center (322 N Greenwood Ave)
- Oasis Fresh Market (1725 N Peoria Ave)
- North Point Shopping Center (205 E Pine St)
- Big 10 Ballroom (1624 E Apache St)
11:15 AM - Arrive at Big 10 Ballroom for Vendor Fair
11:15 AM - 12:00 PM - Engage with the North Tulsa Vendor Market. Participants will be given two tickets, each worth $10 to spend at the vendor market. They can be spent at any of the vendor stands for food, beverage, etc. Participants can walk around, learn about various vendors and their brick and mortar locations.
12:00 PM - 12:15 PM - Group A will load up on buses.
12:15 PM - Depart North Tulsa for East Tulsa
12:30 - 1:00 PM - The group will go on a driving Tour of East Tulsa, with the following stops:
- Plaza Santa Cecilia (2160 S Garnett Rd)
- Nam Hai Market (11528 E 21st St)
- La Hacienda (3114 E Pine St)
- Garnett Event Center (2117 S Garnett Rd)
1:00 PM - Arrive at Garnett Event Center
1:00 PM - 1:45 PM - Engage with the East Tulsa Vendor Market. Participants will be given two tickets, each worth $10 to spend at the vendor market. They can be spent at any of the vendor stands for food, beverage, etc. Participants can walk around, learn about various vendors and their brick and mortar locations.
1:45 PM - 2:00 PM - Participants load the bus
2:00 PM - 2:15 PM - Drive back to Parkway parking lot
2:15 PM - Participants depart and the experience concludes

Group B:
10:30 AM - 11:15 AM - The group will go on a driving Tour of East Tulsa, with the following stops:
- Plaza Santa Cecilia (2160 S Garnett Rd)
- Nam Hai Market (11528 E 21st St)
- La Hacienda (3114 E Pine St)
- Garnett Event Center (2117 S Garnett Rd)
11:15 AM - Arrive at Garnett Event Center
11:15 AM - 12:00 PM - Engage with the East Tulsa Vendor Market. Participants will be given two tickets, each worth $10 to spend at the vendor market. They can be spent at any of the vendor stands for food, beverage, etc. Participants can walk around, learn about various vendors and their brick and mortar locations.
12:00 PM - 12:15 PM - Group B will load back onto their buses
12:15 PM - 1:00 PM - The group will go on a guided tour of North Tulsa with stops in the following locations.
- The intersection of Greenwood and Archer (23 N Greenwood Ave)
- The Greenwood Cultural Center (322 N Greenwood Ave)
- Oasis Fresh Market (1725 N Peoria Ave)
- North Point Shopping Center (205 E Pine St)
- Big 10 Ballroom (1624 E Apache St)
1:00 PM - Arrive at Big 10 Ballroom for Vendor Fair
1:00 PM - 1:45 PM - Engage with the North Tulsa Vendor Market. Participants will be given two tickets, each worth $10 to spend at the vendor market. They can be spent at any of the vendor stands for food, beverage, etc. Participants can walk around, learn about various vendors and their brick and mortar locations.
1:45 PM - 2:00 PM - Participants load the bus
2:00 PM - 2:15 PM - Drive back to Parkway parking lot
2:15 PM - Participants depart and the experience concludes

Control tour

10:45 AM - Control group arrives at Philbrook Museum of Art (2727 S Rockford Rd)

10:45 AM - 11:00 AM - Buses unload and groups are assigned out to various tour guides in groups of 15.

11:00 AM - 12:30 PM - Groups tour Philbrook museum!

12:45 PM - Control groups complete tours and load backup onto buses. They will return to the Parkway parking lot and their cars to conclude the experience
Intervention Start Date
2024-11-09
Intervention End Date
2024-11-10

Primary Outcomes

Primary Outcomes (end points)
The primary outcomes that we plan to analyze in this study include, among other variables:
• Whether participants are more likely to consume in North and East Tulsa (Extensive Margin)
• The amount of money spent in North and East Tulsa (Intensive Margin)
• Whether the intervention changes their consumption habits and the reasons for spending money in different neighborhoods within Tulsa

We plan to collect and analyze two sets of data:
(1) survey data collected on a weekly basis and
(2) pre-paid credit card transaction records.
The survey data will provide information on whether individuals spend their weekly budget, where they spent it, and the motivations behind their consumption behavior. The credit card transaction records will offer detailed information on specific expenditures and the geographical patterns of individual consumption. Because the data collected are personal and/or sensitive, we will access them only in anonymized form from the data owner, Downtown Tulsa Partnership.
Primary Outcomes (explanation)
We hypothesize that treated participants will exhibit more pronounced changes in their consumption patterns compared to individuals in the control group. These changes should manifest as increased consumption in the ethnically segregated neighborhoods of North and East Tulsa. This hypothesis is rooted in contact theory, which posits that intergroup contact can reduce prejudice.

Secondary Outcomes

Secondary Outcomes (end points)
As a secondary outcome we plan to investigate whether the length of residence in Tulsa moderates the effect of the treatment, with more recent migrants exhibiting more pronounced changes in their consumption patterns due to being more open-minded and less entrenched in local communities.
Secondary Outcomes (explanation)

Experimental Design

Experimental Design
Participants will be followed for four consecutive weeks during which we will monitor their consumption patterns within Tulsa. After the first two weeks, the treatment group will participate in a guided tour of North and East Tulsa, including a social gathering event involving local shops and restaurants. The intervention will be highly experiential and will leverage two main mechanisms: (a) providing information about the history of North and Est Tulsa to familiarize participants with the rich background of these areas and stimulate their curiosity; and (b) facilitating connections with local vendors by creating opportunities for interactions during a dedicated event. During this social event, participants will have the opportunity to taste ethnic foods, interact with local business owners, and immerse themselves in the culture of the neighborhood. In contrast, the control group will participate in a tour of a local museum downtown during the same half-day. This museum tour will serve as a placebo treatment, ensuring that participants are not exposed to any information or direct contact with the areas of North and East Tulsa.
To gather a detailed understanding of changes in consumption patterns in the treatment group relative to the control group, participants will receive $50 via a prepaid credit card at the beginning of each of the four experimental weeks. This amount can be spent on groceries, restaurants, and local shops and amenities, while online purchases will not be eligible. Any unspent amounts will be withdrawn at the end of each week. During each week, we will collect two types of data:
• Transaction records from the prepaid credit card, including details on the type of expense and the location of each transaction.
• Survey records regarding their consumption patterns during the week, including information on how much and where they spent the money, the reasons for their spending, and if they did not spend the money, the reasons why, along with their willingness to eat, drink, or shop at those locations again.
These data will serve as the foundation for constructing the key dependent variables of our empirical investigation.
Experimental Design Details
Randomization Method
The experimental design entails two different groups of participants (treatment and control) are randomly assigned using a random draw in STATA 18.0.
Randomization Unit
Individual level randomization (50%) stratified based on the local organization responsible for participants' recruitment (Tulsa Remote vs Downtown Tulsa Partnership)
Was the treatment clustered?
No

Experiment Characteristics

Sample size: planned number of clusters
0
Sample size: planned number of observations
214 individuals
Sample size (or number of clusters) by treatment arms
107 in treatment group; 107 in control group
Minimum detectable effect size for main outcomes (accounting for sample design and clustering)
To define the total number of participants, we conservatively set the minumun threshold to 214 participants based on power calculations using F-test ANOVA (repeated measures, within-between interactions) with the following parameters: α error probability = 0.05, power (1 − β) = 0.95, number of groups = 2, and number of measurements = 4. For the effect size, we rely on the size effects conventionally defined by Cohen (2013). The minimum target sample of 214 observations is expected to provide sufficient power to detect an effect size of η² ≥ 0.01 (approximately equal to d=0.2), which corresponds to a small effect size base on Cohen (2013).
IRB

Institutional Review Boards (IRBs)

IRB Name
Bocconi Research Ethics Committee
IRB Approval Date
2024-09-23
IRB Approval Number
EA000812

Post-Trial

Post Trial Information

Study Withdrawal

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Intervention

Is the intervention completed?
No
Data Collection Complete
Data Publication

Data Publication

Is public data available?
No

Program Files

Program Files
Reports, Papers & Other Materials

Relevant Paper(s)

Reports & Other Materials