In September 2025, prices had increased by three percent compared to September 2024, according to the 12-month percentage change in the consumer price index — the monthly inflation rate for goods and services in the United States. The data represents U.S. city averages. In economics, the inflation rate is a measure of the change in price level over time. The rate of decrease in the purchasing power of money is approximately equal. A projection of the annual U.S. inflation rate can be accessed here and the actual annual inflation rate since 1990 can be accessed here. InflationOne of the most important economic indicators is the development of the Consumer Price Index in a country. The change in this price level of goods and services is defined as the rate of inflation. The inflationary situation in the United States had been relatively severe in 2022 due to global events relating to COVID-19, supply chain restraints, and the Russian invasion of Ukraine. More information on U.S. inflation may be found on our dedicated topic page. The annual inflation rate in the United States has increased from 3.2 percent in 2011 to 8.3 percent in 2022. This means that the purchasing power of the U.S. dollar has weakened in recent years. The purchasing power is the extent to which a person has available funds to make purchases. According to the data published by the International Monetary Fund, the U.S. Consumer Price Index (CPI) was about 258.84 in 2020 and is forecasted to grow up to 325.6 by 2027, compared to the base period from 1982 to 1984. The monthly percentage change in the Consumer Price Index (CPI) for urban consumers in the United States was 0.1 percent in March 2023 compared to the previous month. In 2022, countries all around the world are experienced high levels of inflation. Although Brazil already had an inflation rate of 8.3 percent in 2021, compared to the previous year, while the inflation rate in China stood at 0.85 percent.

FY 2011 First Quarter High-Dollar Overpayments Report

This dataset tracks annual reading and language arts proficiency from 2011 to 2022 for Dollar Baytamarack City Area K12 School vs. Michigan and Dollar Bay-Tamarack City Area Schools

About this dataset

Context

The dataset presents the median household incomes over the past decade across various racial categories identified by the U.S. Census Bureau in Mount Sterling. It portrays the median household income of the head of household across racial categories (excluding ethnicity) as identified by the Census Bureau. It also showcases the annual income trends, between 2011 and 2021, providing insights into the economic shifts within diverse racial communities.The dataset can be utilized to gain insights into income disparities and variations across racial categories, aiding in data analysis and decision-making..

Key observations

• White: In Mount Sterling, the median household income for the households where the householder is White decreased by $15,204(24.81%), between 2011 and 2021. The median household income, in 2022 inflation-adjusted dollars, was $61,293 in 2011 and $46,089 in 2021.
• Black or African American: As per the U.S. Census Bureau population data, in Mount Sterling, there are no households where the householder is Black or African American; hence, the median household income for the Black or African American population is not applicable.
• Refer to the research insights for more key observations on American Indian and Alaska Native, Asian, Native Hawaiian and Other Pacific Islander, Some other race and Two or more races (multiracial) households

https://i.neilsberg.com/ch/mount-sterling-wi-median-household-income-by-race-trends.jpeg" alt="Mount Sterling, WI median household income trends across races (2011-2021, in 2022 inflation-adjusted dollars)">

Content

When available, the data consists of estimates from the U.S. Census Bureau American Community Survey (ACS) 2017-2021 5-Year Estimates.

Racial categories include:

• White
• Black or African American
• American Indian and Alaska Native
• Asian
• Native Hawaiian and Other Pacific Islander
• Some other race
• Two or more races (multiracial)

Variables / Data Columns

• Race of the head of household: This column presents the self-identified race of the household head, encompassing all relevant racial categories (excluding ethnicity) applicable in Mount Sterling.
• 2010: 2010 median household income
• 2011: 2011 median household income
• 2012: 2012 median household income
• 2013: 2013 median household income
• 2014: 2014 median household income
• 2015: 2015 median household income
• 2016: 2016 median household income
• 2017: 2017 median household income
• 2018: 2018 median household income
• 2019: 2019 median household income
• 2020: 2020 median household income
• 2021: 2021 median household income
• 2022: 2022 median household income
• Please note: 2020 1-Year ACS estimates data was not reported by Census Bureau due to impact on survey collection and analysis during COVID-19, thus for large cities (population 65,000 and above) median household income data is not available.
• Please note: All incomes have been adjusted for inflation and are presented in 2022-inflation-adjusted dollars.

Good to know

Margin of Error

Data in the dataset are based on the estimates and are subject to sampling variability and thus a margin of error. Neilsberg Research recommends using caution when presening these estimates in your research.

Custom data

If you do need custom data for any of your research project, report or presentation, you can contact our research staff at research@neilsberg.com for a feasibility of a custom tabulation on a fee-for-service basis.

Inspiration

Neilsberg Research Team curates, analyze and publishes demographics and economic data from a variety of public and proprietary sources, each of which often includes multiple surveys and programs. The large majority of Neilsberg Research aggregated datasets and insights is made available for free download at https://www.neilsberg.com/research/.

Recommended for further research

This dataset is a part of the main dataset for Mount Sterling median household income by race. You can refer the same here

FY 2011 Third Quarter High-Dollar Overpayments Report

Dollar-Rial-Toman Live Price Dataset

A comprehensive, daily-updated dataset of US Dollar to Iranian Rial exchange rates (USD/IRR) with historical data from November 2011 to present. This dataset is ideal for financial analysis, economic research, forecasting, and machine learning projects.

Dataset Overview

• Time Period: November 26, 2011 - Present (continuously updated)
• Total Records: 3,648+ daily price points
• Data Source: TGJU.org (Tehran Gold & Jewelry Union)
• Update Frequency: Daily (automated via GitHub Actions)
• Format: CSV with proper date formatting and integer price structure

Data Structure

The CSV file contains the following columns:

Download the Data

• Dataset on Kaggle: Kaggle: kooroshkz/Dollar-Rial-Toman-Live-Price-Dataset
• Dataset on Github: GitHub: kooroshkz/Dollar-Rial-Toman-Live-Price-Dataset

View Scraper and workflow source on GitHub

This live dataset, scraper source code and workflow is available on GitHub where you can explore, download, and use it directly.

Documentation & Charts

"https://kooroshkz.github.io/Dollar-Rial-Toman-Live-Price-Dataset/" target="_blank"> https://raw.githubusercontent.com/kooroshkz/Dollar-Rial-Toman-Live-Price-Dataset/main/assets/img/IntractiveChart.png">

Interactive charts and dataset overview are available at:
kooroshkz.github.io/Dollar-Rial-Toman-Live-Price-Dataset

Loading in Python

import pandas as pd

# Load dataset
df = pd.read_csv('data/Dollar_Rial_Price_Dataset.csv')

# Convert date column to datetime
df['Gregorian Date'] = pd.to_datetime(df['Gregorian Date'], format='%Y/%m/%d')

# Price columns are already integers
price_columns = ['Open Price', 'Low Price', 'High Price', 'Close Price']
print(df[price_columns].dtypes) # All should be int64

Direct Load in Python

# pip install kagglehub[hf-datasets]
import kagglehub

df = kagglehub.load_dataset(
  "kooroshkz/dollar-rial-toman-live-price-dataset",
  adapter="huggingface",
  file_path="Dollar_Rial_Price_Dataset.csv",
  pandas_kwargs={"parse_dates": ["Gregorian Date"]}
)

print(df.head())

Loading in R

# Load dataset
data <- read.csv("data/Dollar_Rial_Price_Dataset.csv", stringsAsFactors = FALSE)

# Convert date column
data$Gregorian.Date <- as.Date(data$Gregorian.Date, format = "%Y/%m/%d")

# View structure
str(data)

Data Quality & Updates

• Validation: All price data undergoes validation checks for accuracy
• Automated Updates: Dataset is automatically updated daily at 8:00 AM UTC
• Data Integrity: Built-in duplicate prevention and format validation
• Historical Consistency: Maintains consistent formatting across all time periods
• Integer Prices: All price values stored as integers for precise calculations

Technical Implementation

This dataset is maintained using an automated web scraping system that:

• Monitors TGJU.org for new exchange rate data
• Validates and processes new records
• Maintains data consistency and prevents duplicates
• Automatically commits updates to the repository

Contributing

If you find data inconsistencies or have suggestions for improvements, please open an issue in the GitHub repository.

License

This project is licensed under the MIT License - see the LICENSE file for details.

Citation

If you use this dataset in your research or projects, please cite:

Dollar-Rial-Toman Live Price Dataset
Author: Koorosh Komeili Zadeh
Source: https://github.com/kooroshkz/Dollar-Rial-Toman-Live-Price-Dataset
Data Source: TGJU.org (Tehran Gold & Jewelry Union)
Date Range: November 2011 - Present

Keywords

USD to Rial dataset, Dollar to Toman dataset, Iran exchange rate CSV, USD/IRR daily price, foreign exchange Iran dataset, TGJU data, time series currency dataset

Disclaimer

This ...

About this dataset

Context

The dataset presents the median household incomes over the past decade across various racial categories identified by the U.S. Census Bureau in Newtown township. It portrays the median household income of the head of household across racial categories (excluding ethnicity) as identified by the Census Bureau. It also showcases the annual income trends, between 2011 and 2021, providing insights into the economic shifts within diverse racial communities.The dataset can be utilized to gain insights into income disparities and variations across racial categories, aiding in data analysis and decision-making..

Key observations

• White: In Newtown township, the median household income for the households where the householder is White decreased by $1,289(0.87%), between 2011 and 2021. The median household income, in 2022 inflation-adjusted dollars, was $148,563 in 2011 and $147,274 in 2021.
• Black or African American: In Newtown township, the median household income for the households where the householder is Black or African American increased by $34,844(27.52%), between 2011 and 2021. The median household income, in 2022 inflation-adjusted dollars, was $126,617 in 2011 and $161,461 in 2021.
• Refer to the research insights for more key observations on American Indian and Alaska Native, Asian, Native Hawaiian and Other Pacific Islander, Some other race and Two or more races (multiracial) households

https://i.neilsberg.com/ch/newtown-township-bucks-county-pa-median-household-income-by-race-trends.jpeg" alt="Newtown township, Bucks County, Pennsylvania median household income trends across races (2011-2021, in 2022 inflation-adjusted dollars)">

Content

When available, the data consists of estimates from the U.S. Census Bureau American Community Survey (ACS) 2017-2021 5-Year Estimates.

Racial categories include:

• White
• Black or African American
• American Indian and Alaska Native
• Asian
• Native Hawaiian and Other Pacific Islander
• Some other race
• Two or more races (multiracial)

Variables / Data Columns

• Race of the head of household: This column presents the self-identified race of the household head, encompassing all relevant racial categories (excluding ethnicity) applicable in Newtown township.
• 2010: 2010 median household income
• 2011: 2011 median household income
• 2012: 2012 median household income
• 2013: 2013 median household income
• 2014: 2014 median household income
• 2015: 2015 median household income
• 2016: 2016 median household income
• 2017: 2017 median household income
• 2018: 2018 median household income
• 2019: 2019 median household income
• 2020: 2020 median household income
• 2021: 2021 median household income
• 2022: 2022 median household income
• Please note: 2020 1-Year ACS estimates data was not reported by Census Bureau due to impact on survey collection and analysis during COVID-19, thus for large cities (population 65,000 and above) median household income data is not available.
• Please note: All incomes have been adjusted for inflation and are presented in 2022-inflation-adjusted dollars.

Good to know

Margin of Error

Data in the dataset are based on the estimates and are subject to sampling variability and thus a margin of error. Neilsberg Research recommends using caution when presening these estimates in your research.

Custom data

If you do need custom data for any of your research project, report or presentation, you can contact our research staff at research@neilsberg.com for a feasibility of a custom tabulation on a fee-for-service basis.

Inspiration

Neilsberg Research Team curates, analyze and publishes demographics and economic data from a variety of public and proprietary sources, each of which often includes multiple surveys and programs. The large majority of Neilsberg Research aggregated datasets and insights is made available for free download at https://www.neilsberg.com/research/.

Recommended for further research

This dataset is a part of the main dataset for Newtown township median household income by race. You can refer the same here

About this dataset

Context

The dataset presents the median household incomes over the past decade across various racial categories identified by the U.S. Census Bureau in San Pablo. It portrays the median household income of the head of household across racial categories (excluding ethnicity) as identified by the Census Bureau. It also showcases the annual income trends, between 2011 and 2021, providing insights into the economic shifts within diverse racial communities.The dataset can be utilized to gain insights into income disparities and variations across racial categories, aiding in data analysis and decision-making..

Key observations

• White: In San Pablo, the median household income for the households where the householder is White increased by $8,499(14.04%), between 2011 and 2021. The median household income, in 2022 inflation-adjusted dollars, was $60,536 in 2011 and $69,035 in 2021.
• Black or African American: In San Pablo, the median household income for the households where the householder is Black or African American increased by $17,322(40.44%), between 2011 and 2021. The median household income, in 2022 inflation-adjusted dollars, was $42,839 in 2011 and $60,161 in 2021.
• Refer to the research insights for more key observations on American Indian and Alaska Native, Asian, Native Hawaiian and Other Pacific Islander, Some other race and Two or more races (multiracial) households

https://i.neilsberg.com/ch/san-pablo-ca-median-household-income-by-race-trends.jpeg" alt="San Pablo, CA median household income trends across races (2011-2021, in 2022 inflation-adjusted dollars)">

Content

When available, the data consists of estimates from the U.S. Census Bureau American Community Survey (ACS) 2017-2021 5-Year Estimates.

Racial categories include:

• White
• Black or African American
• American Indian and Alaska Native
• Asian
• Native Hawaiian and Other Pacific Islander
• Some other race
• Two or more races (multiracial)

Variables / Data Columns

• Race of the head of household: This column presents the self-identified race of the household head, encompassing all relevant racial categories (excluding ethnicity) applicable in San Pablo.
• 2010: 2010 median household income
• 2011: 2011 median household income
• 2012: 2012 median household income
• 2013: 2013 median household income
• 2014: 2014 median household income
• 2015: 2015 median household income
• 2016: 2016 median household income
• 2017: 2017 median household income
• 2018: 2018 median household income
• 2019: 2019 median household income
• 2020: 2020 median household income
• 2021: 2021 median household income
• 2022: 2022 median household income
• Please note: 2020 1-Year ACS estimates data was not reported by Census Bureau due to impact on survey collection and analysis during COVID-19, thus for large cities (population 65,000 and above) median household income data is not available.
• Please note: All incomes have been adjusted for inflation and are presented in 2022-inflation-adjusted dollars.

Good to know

Margin of Error

Data in the dataset are based on the estimates and are subject to sampling variability and thus a margin of error. Neilsberg Research recommends using caution when presening these estimates in your research.

Custom data

If you do need custom data for any of your research project, report or presentation, you can contact our research staff at research@neilsberg.com for a feasibility of a custom tabulation on a fee-for-service basis.

Inspiration

Neilsberg Research Team curates, analyze and publishes demographics and economic data from a variety of public and proprietary sources, each of which often includes multiple surveys and programs. The large majority of Neilsberg Research aggregated datasets and insights is made available for free download at https://www.neilsberg.com/research/.

Recommended for further research

This dataset is a part of the main dataset for San Pablo median household income by race. You can refer the same here

About this dataset

Context

The dataset presents the median household incomes over the past decade across various racial categories identified by the U.S. Census Bureau in Spring Hope. It portrays the median household income of the head of household across racial categories (excluding ethnicity) as identified by the Census Bureau. It also showcases the annual income trends, between 2011 and 2021, providing insights into the economic shifts within diverse racial communities.The dataset can be utilized to gain insights into income disparities and variations across racial categories, aiding in data analysis and decision-making..

Key observations

• White: In Spring Hope, the median household income for the households where the householder is White decreased by $17,360(32.24%), between 2011 and 2021. The median household income, in 2022 inflation-adjusted dollars, was $53,841 in 2011 and $36,481 in 2021.
• Black or African American: In Spring Hope, the median household income for the households where the householder is Black or African American decreased by $999(3.30%), between 2011 and 2021. The median household income, in 2022 inflation-adjusted dollars, was $30,238 in 2011 and $29,239 in 2021.
• Refer to the research insights for more key observations on American Indian and Alaska Native, Asian, Native Hawaiian and Other Pacific Islander, Some other race and Two or more races (multiracial) households

https://i.neilsberg.com/ch/spring-hope-nc-median-household-income-by-race-trends.jpeg" alt="Spring Hope, NC median household income trends across races (2011-2021, in 2022 inflation-adjusted dollars)">

Content

When available, the data consists of estimates from the U.S. Census Bureau American Community Survey (ACS) 2017-2021 5-Year Estimates.

Racial categories include:

• White
• Black or African American
• American Indian and Alaska Native
• Asian
• Native Hawaiian and Other Pacific Islander
• Some other race
• Two or more races (multiracial)

Variables / Data Columns

• Race of the head of household: This column presents the self-identified race of the household head, encompassing all relevant racial categories (excluding ethnicity) applicable in Spring Hope.
• 2010: 2010 median household income
• 2011: 2011 median household income
• 2012: 2012 median household income
• 2013: 2013 median household income
• 2014: 2014 median household income
• 2015: 2015 median household income
• 2016: 2016 median household income
• 2017: 2017 median household income
• 2018: 2018 median household income
• 2019: 2019 median household income
• 2020: 2020 median household income
• 2021: 2021 median household income
• 2022: 2022 median household income
• Please note: 2020 1-Year ACS estimates data was not reported by Census Bureau due to impact on survey collection and analysis during COVID-19, thus for large cities (population 65,000 and above) median household income data is not available.
• Please note: All incomes have been adjusted for inflation and are presented in 2022-inflation-adjusted dollars.

Good to know

Margin of Error

Data in the dataset are based on the estimates and are subject to sampling variability and thus a margin of error. Neilsberg Research recommends using caution when presening these estimates in your research.

Custom data

If you do need custom data for any of your research project, report or presentation, you can contact our research staff at research@neilsberg.com for a feasibility of a custom tabulation on a fee-for-service basis.

Inspiration

Neilsberg Research Team curates, analyze and publishes demographics and economic data from a variety of public and proprietary sources, each of which often includes multiple surveys and programs. The large majority of Neilsberg Research aggregated datasets and insights is made available for free download at https://www.neilsberg.com/research/.

Recommended for further research

This dataset is a part of the main dataset for Spring Hope median household income by race. You can refer the same here

About this dataset

Context

The dataset presents the median household incomes over the past decade across various racial categories identified by the U.S. Census Bureau in Middletown township. It portrays the median household income of the head of household across racial categories (excluding ethnicity) as identified by the Census Bureau. It also showcases the annual income trends, between 2011 and 2021, providing insights into the economic shifts within diverse racial communities.The dataset can be utilized to gain insights into income disparities and variations across racial categories, aiding in data analysis and decision-making..

Key observations

• White: In Middletown township, the median household income for the households where the householder is White increased by $10,813(10.52%), between 2011 and 2021. The median household income, in 2022 inflation-adjusted dollars, was $102,808 in 2011 and $113,621 in 2021.
• Black or African American: In Middletown township, the median household income for the households where the householder is Black or African American increased by $13,839(23.57%), between 2011 and 2021. The median household income, in 2022 inflation-adjusted dollars, was $58,717 in 2011 and $72,556 in 2021.
• Refer to the research insights for more key observations on American Indian and Alaska Native, Asian, Native Hawaiian and Other Pacific Islander, Some other race and Two or more races (multiracial) households

https://i.neilsberg.com/ch/middletown-township-bucks-county-pa-median-household-income-by-race-trends.jpeg" alt="Middletown township, Bucks County, Pennsylvania median household income trends across races (2011-2021, in 2022 inflation-adjusted dollars)">

Content

When available, the data consists of estimates from the U.S. Census Bureau American Community Survey (ACS) 2017-2021 5-Year Estimates.

Racial categories include:

• White
• Black or African American
• American Indian and Alaska Native
• Asian
• Native Hawaiian and Other Pacific Islander
• Some other race
• Two or more races (multiracial)

Variables / Data Columns

• Race of the head of household: This column presents the self-identified race of the household head, encompassing all relevant racial categories (excluding ethnicity) applicable in Middletown township.
• 2010: 2010 median household income
• 2011: 2011 median household income
• 2012: 2012 median household income
• 2013: 2013 median household income
• 2014: 2014 median household income
• 2015: 2015 median household income
• 2016: 2016 median household income
• 2017: 2017 median household income
• 2018: 2018 median household income
• 2019: 2019 median household income
• 2020: 2020 median household income
• 2021: 2021 median household income
• 2022: 2022 median household income
• Please note: 2020 1-Year ACS estimates data was not reported by Census Bureau due to impact on survey collection and analysis during COVID-19, thus for large cities (population 65,000 and above) median household income data is not available.
• Please note: All incomes have been adjusted for inflation and are presented in 2022-inflation-adjusted dollars.

Good to know

Margin of Error

Data in the dataset are based on the estimates and are subject to sampling variability and thus a margin of error. Neilsberg Research recommends using caution when presening these estimates in your research.

Custom data

If you do need custom data for any of your research project, report or presentation, you can contact our research staff at research@neilsberg.com for a feasibility of a custom tabulation on a fee-for-service basis.

Inspiration

Neilsberg Research Team curates, analyze and publishes demographics and economic data from a variety of public and proprietary sources, each of which often includes multiple surveys and programs. The large majority of Neilsberg Research aggregated datasets and insights is made available for free download at https://www.neilsberg.com/research/.

Recommended for further research

This dataset is a part of the main dataset for Middletown township median household income by race. You can refer the same here

Income-Before-Tax Time Series for Dollar General Corporation. Dollar General Corporation, a discount retailer, provides various merchandise products in the southern, southwestern, midwestern, and eastern United States. The company offers consumable products, including paper towels, bath tissues, paper dinnerware, trash and storage bags, disinfectants, and laundry products; packaged food, such as cereals, pasta, canned soups, canned meats, fruits and vegetables, condiments, spices, sugar, and flour; and perishables, including milk, eggs, bread, refrigerated and frozen food, beer, wine, and produce; candy, cookies, crackers, salty snacks, and carbonated beverages; over-the-counter medicines and personal care products including soap, body wash, shampoo, cosmetics, dental hygiene and foot care products; pet supplies and pet food; and tobacco products. It also provides seasonal products comprising holiday items, toys, batteries, small electronics, greeting cards, stationery, prepaid phones and accessories, gardening supplies, hardware, automotive, and home office supplies; home products include kitchen supplies, cookware, small appliances, light bulbs, storage containers, frames, candles, craft supplies and kitchen, and bed and bath soft goods; and apparel products for infants, toddlers, girls, boys, women and men, as well as socks, underwear, disposable diapers, shoes and accessories. The company was formerly known as J.L. Turner & Son, Inc. and changed its name to Dollar General Corporation in 1968. Dollar General Corporation was founded in 1939 and is based in Goodlettsville, Tennessee.

FY 2011 Second Quarter High-Dollar Overpayments Report

Other-Non-Cash-Items Time Series for Dollar Tree Inc. Dollar Tree, Inc. operates retail discount stores under the Dollar Tree and Dollar Tree Canada brands in the United States and Canada. The company offers consumable merchandise comprising everyday consumables, such as household paper and chemicals, food, candy, health, personal care products, and frozen and refrigerated food; variety merchandise consisting of toys, durable housewares, gifts, stationery, party goods, greeting cards, softlines, arts and crafts supplies, and other items; and seasonal goods, including Christmas, Easter, Halloween, and Valentine's Day merchandise. Dollar Tree, Inc. was founded in 1986 and is based in Chesapeake, Virginia.

FY 2011 Fourth Quarter High-Dollar Overpayments Report

Time series data for the statistic Exports_Dominica_to_Slovenia. Indicator Definition:Goods, Value of Exports, Free on board (FOB), US Dollars

About this dataset

Context

The dataset presents the median household incomes over the past decade across various racial categories identified by the U.S. Census Bureau in University Park. It portrays the median household income of the head of household across racial categories (excluding ethnicity) as identified by the Census Bureau. It also showcases the annual income trends, between 2011 and 2021, providing insights into the economic shifts within diverse racial communities.The dataset can be utilized to gain insights into income disparities and variations across racial categories, aiding in data analysis and decision-making..

Key observations

• White: In University Park, the median household income for the households where the householder is White decreased by $4,955(2.74%), between 2011 and 2021. The median household income, in 2022 inflation-adjusted dollars, was $181,144 in 2011 and $176,189 in 2021.
• Black or African American: In University Park, the median household income for the households where the householder is Black or African American increased by $81,076(59.69%), between 2011 and 2021. The median household income, in 2022 inflation-adjusted dollars, was $135,838 in 2011 and $216,914 in 2021.
• Refer to the research insights for more key observations on American Indian and Alaska Native, Asian, Native Hawaiian and Other Pacific Islander, Some other race and Two or more races (multiracial) households

https://i.neilsberg.com/ch/university-park-md-median-household-income-by-race-trends.jpeg" alt="University Park, MD median household income trends across races (2011-2021, in 2022 inflation-adjusted dollars)">

Content

When available, the data consists of estimates from the U.S. Census Bureau American Community Survey (ACS) 2017-2021 5-Year Estimates.

Racial categories include:

• White
• Black or African American
• American Indian and Alaska Native
• Asian
• Native Hawaiian and Other Pacific Islander
• Some other race
• Two or more races (multiracial)

Variables / Data Columns

• Race of the head of household: This column presents the self-identified race of the household head, encompassing all relevant racial categories (excluding ethnicity) applicable in University Park.
• 2010: 2010 median household income
• 2011: 2011 median household income
• 2012: 2012 median household income
• 2013: 2013 median household income
• 2014: 2014 median household income
• 2015: 2015 median household income
• 2016: 2016 median household income
• 2017: 2017 median household income
• 2018: 2018 median household income
• 2019: 2019 median household income
• 2020: 2020 median household income
• 2021: 2021 median household income
• 2022: 2022 median household income
• Please note: 2020 1-Year ACS estimates data was not reported by Census Bureau due to impact on survey collection and analysis during COVID-19, thus for large cities (population 65,000 and above) median household income data is not available.
• Please note: All incomes have been adjusted for inflation and are presented in 2022-inflation-adjusted dollars.

Good to know

Margin of Error

Data in the dataset are based on the estimates and are subject to sampling variability and thus a margin of error. Neilsberg Research recommends using caution when presening these estimates in your research.

Custom data

If you do need custom data for any of your research project, report or presentation, you can contact our research staff at research@neilsberg.com for a feasibility of a custom tabulation on a fee-for-service basis.

Inspiration

Neilsberg Research Team curates, analyze and publishes demographics and economic data from a variety of public and proprietary sources, each of which often includes multiple surveys and programs. The large majority of Neilsberg Research aggregated datasets and insights is made available for free download at https://www.neilsberg.com/research/.

Recommended for further research

This dataset is a part of the main dataset for University Park median household income by race. You can refer the same here

About this dataset

Context

The dataset presents the median household incomes over the past decade across various racial categories identified by the U.S. Census Bureau in Solon. It portrays the median household income of the head of household across racial categories (excluding ethnicity) as identified by the Census Bureau. It also showcases the annual income trends, between 2011 and 2021, providing insights into the economic shifts within diverse racial communities.The dataset can be utilized to gain insights into income disparities and variations across racial categories, aiding in data analysis and decision-making..

Key observations

• White: In Solon, the median household income for the households where the householder is White decreased by $1,127(0.87%), between 2011 and 2021. The median household income, in 2022 inflation-adjusted dollars, was $129,077 in 2011 and $127,950 in 2021.
• Black or African American: In Solon, the median household income for the households where the householder is Black or African American decreased by $8,023(8.86%), between 2011 and 2021. The median household income, in 2022 inflation-adjusted dollars, was $90,555 in 2011 and $82,532 in 2021.
• Refer to the research insights for more key observations on American Indian and Alaska Native, Asian, Native Hawaiian and Other Pacific Islander, Some other race and Two or more races (multiracial) households

https://i.neilsberg.com/ch/solon-oh-median-household-income-by-race-trends.jpeg" alt="Solon, OH median household income trends across races (2011-2021, in 2022 inflation-adjusted dollars)">

Content

When available, the data consists of estimates from the U.S. Census Bureau American Community Survey (ACS) 2017-2021 5-Year Estimates.

Racial categories include:

• White
• Black or African American
• American Indian and Alaska Native
• Asian
• Native Hawaiian and Other Pacific Islander
• Some other race
• Two or more races (multiracial)

Variables / Data Columns

• Race of the head of household: This column presents the self-identified race of the household head, encompassing all relevant racial categories (excluding ethnicity) applicable in Solon.
• 2010: 2010 median household income
• 2011: 2011 median household income
• 2012: 2012 median household income
• 2013: 2013 median household income
• 2014: 2014 median household income
• 2015: 2015 median household income
• 2016: 2016 median household income
• 2017: 2017 median household income
• 2018: 2018 median household income
• 2019: 2019 median household income
• 2020: 2020 median household income
• 2021: 2021 median household income
• 2022: 2022 median household income
• Please note: 2020 1-Year ACS estimates data was not reported by Census Bureau due to impact on survey collection and analysis during COVID-19, thus for large cities (population 65,000 and above) median household income data is not available.
• Please note: All incomes have been adjusted for inflation and are presented in 2022-inflation-adjusted dollars.

Good to know

Margin of Error

Data in the dataset are based on the estimates and are subject to sampling variability and thus a margin of error. Neilsberg Research recommends using caution when presening these estimates in your research.

Custom data

If you do need custom data for any of your research project, report or presentation, you can contact our research staff at research@neilsberg.com for a feasibility of a custom tabulation on a fee-for-service basis.

Inspiration

Neilsberg Research Team curates, analyze and publishes demographics and economic data from a variety of public and proprietary sources, each of which often includes multiple surveys and programs. The large majority of Neilsberg Research aggregated datasets and insights is made available for free download at https://www.neilsberg.com/research/.

Recommended for further research

This dataset is a part of the main dataset for Solon median household income by race. You can refer the same here

About this dataset

Context

The dataset presents the median household incomes over the past decade across various racial categories identified by the U.S. Census Bureau in Warrington township. It portrays the median household income of the head of household across racial categories (excluding ethnicity) as identified by the Census Bureau. It also showcases the annual income trends, between 2011 and 2021, providing insights into the economic shifts within diverse racial communities.The dataset can be utilized to gain insights into income disparities and variations across racial categories, aiding in data analysis and decision-making..

Key observations

• White: In Warrington township, the median household income for the households where the householder is White decreased by $1,201(0.97%), between 2011 and 2021. The median household income, in 2022 inflation-adjusted dollars, was $124,106 in 2011 and $122,905 in 2021.
• Black or African American: In Warrington township, the median household income for the households where the householder is Black or African American increased by $25,046(26.87%), between 2011 and 2021. The median household income, in 2022 inflation-adjusted dollars, was $93,208 in 2011 and $118,254 in 2021.
• Refer to the research insights for more key observations on American Indian and Alaska Native, Asian, Native Hawaiian and Other Pacific Islander, Some other race and Two or more races (multiracial) households

https://i.neilsberg.com/ch/warrington-township-bucks-county-pa-median-household-income-by-race-trends.jpeg" alt="Warrington township, Bucks County, Pennsylvania median household income trends across races (2011-2021, in 2022 inflation-adjusted dollars)">

Content

When available, the data consists of estimates from the U.S. Census Bureau American Community Survey (ACS) 2017-2021 5-Year Estimates.

Racial categories include:

• White
• Black or African American
• American Indian and Alaska Native
• Asian
• Native Hawaiian and Other Pacific Islander
• Some other race
• Two or more races (multiracial)

Variables / Data Columns

• Race of the head of household: This column presents the self-identified race of the household head, encompassing all relevant racial categories (excluding ethnicity) applicable in Warrington township.
• 2010: 2010 median household income
• 2011: 2011 median household income
• 2012: 2012 median household income
• 2013: 2013 median household income
• 2014: 2014 median household income
• 2015: 2015 median household income
• 2016: 2016 median household income
• 2017: 2017 median household income
• 2018: 2018 median household income
• 2019: 2019 median household income
• 2020: 2020 median household income
• 2021: 2021 median household income
• 2022: 2022 median household income
• Please note: 2020 1-Year ACS estimates data was not reported by Census Bureau due to impact on survey collection and analysis during COVID-19, thus for large cities (population 65,000 and above) median household income data is not available.
• Please note: All incomes have been adjusted for inflation and are presented in 2022-inflation-adjusted dollars.

Good to know

Margin of Error

Data in the dataset are based on the estimates and are subject to sampling variability and thus a margin of error. Neilsberg Research recommends using caution when presening these estimates in your research.

Custom data

If you do need custom data for any of your research project, report or presentation, you can contact our research staff at research@neilsberg.com for a feasibility of a custom tabulation on a fee-for-service basis.

Inspiration

Neilsberg Research Team curates, analyze and publishes demographics and economic data from a variety of public and proprietary sources, each of which often includes multiple surveys and programs. The large majority of Neilsberg Research aggregated datasets and insights is made available for free download at https://www.neilsberg.com/research/.

Recommended for further research

This dataset is a part of the main dataset for Warrington township median household income by race. You can refer the same here

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