REQUESTID = The service request number. This should be shown as an integer without decimals. 5-digit REQUESTIDs were imported from the Recycling Hotline’s prior tracking system when they switched to the same system as the Oakland Call Center in August 2012. All others are 6 digits.

DATETIMEINIT = The Date that the request was initiated.

SOURCE = Indicates if the request was received via SeeClickFix, via the Report A Problem website at www.oaklandpw.com, or via (Phone or Email).

DESCRIPTION = Type of issue. Most of these are self-explanatory. Notes: “test template” and “This is a test subject. Ignore this ticket.” were for testing/training purposes only. Descriptions starting with “Business” “City Services” “CityBldg” (no space) “Events” “Misc” are/were used by the Recycling Hotline “TE” means “Traffic Engineering”

REQCATEGORY = Request Category

REQADDRESS = Request Address An address of ZZ indicates that the address was not recorded, usually this is for general inquiries to the Recycling Hotline.

STATUS = The status as of date of upload. Pending: Request received for review OPEN: Request assigned to work unit WOCREATE: Work Order created for work to be done (not all work units use this status, so Open service requests may also have work orders created for work to be done) CLOSED: Request is resolved REFERRED: Oakland Call Center received the request and forwarded it to another entity (see REFERREDTO) UNFUNDED: Request is for an service that the City is not funded to provide CANCEL: Request was canceled, generally because it was created erroneously, it was used for testing/training, or it is a request that was received that duplicated an existing unresolved request

DATETIMECLOSED = The Date that the request was closed

SRX, SRY= Coordinates of the issue. Note that this is in NAD_1983_StatePlane_California_III_FIPS_0403_Feet, not latitude/longitude.

REFERREDTO = If the status is Referred, this shows who it was referred to.

COUNCILDISTRICT = City Council District of the REQADDRESS.

BEAT = Police Beat of the REQADDRESS (see http://mapgis.oaklandnet.com/PoliceDistricts/ for a map of police beats)

The Indicators chosen represent the best proxies we could find for the complex disparity themes we set out to measure. The following criteria were used to determining the indicators included in each of the topics in the final framework:
1. Data is available, high quality, and from a reliable source.
2. We will be able to calculate change over time (i.e., data is updated and accessible on an
annual basis and changes from year to year can be meaningfully interpreted).
3. There is a strong causal model for why this Indicator matters (i.e., we understand the
context behind the Indicator and how disparities affect people).
4. The data accurately represents the impact of inequity on people’s lives (e.g., not
measuring quantity when what matters is quality).

This Indicator measures the age-adjusted rate of chronic diseases preventable hospitalizations. “Preventable hospitalizations” are inpatient hospital stays that could have been avoided with improved access to and quality of outpatient care. They are measured by prevention quality indicators (PQIs). PQI #92, the chronic composite, is a summary measure which captures preventable hospitalizations from diabetes-related, respiratory-related and circulatory system-related preventable hospitalizations for adults, such as uncontrolled diabetes, asthma, and heart failure.(Source:http://www.healthyalamedacounty.org/indicators/index/view?indicatorId=2480&locale Id=238)

This Indicator compares zip codes in which more than 60% of the population is non-White to those in which more than 60% of the population is White. The third category of zip codes is those in which the population is racially and ethnically mixed. Data is from 2013 through the third quarter of 2015.

Acute preventable hospitalization rates by race/ethnicity of zip codes
2013- 3Q 2015

This dataset summarizes 2021 client information disclosed by lobbyists in Quarterly Lobbyist Activity Reports submitted to the City of Oakland. The data is current as of the last modified date on this dataset. To see complete reports visit the Public Lobbyist Dashboard and Data Portal at: https://apps.oaklandca.gov/pec/Lobbyist_Dashboard.aspx

The Indicators chosen represent the best proxies we could find for the complex disparity themes we set out to measure. The following criteria were used to determining the indicators included in each of the topics in the final framework:
1. Data is available, high quality, and from a reliable source.
2. We will be able to calculate change over time (i.e., data is updated and accessible on an
annual basis and changes from year to year can be meaningfully interpreted).
3. There is a strong causal model for why this Indicator matters (i.e., we understand the
context behind the Indicator and how disparities affect people).
4. The data accurately represents the impact of inequity on people’s lives (e.g., not
measuring quantity when what matters is quality).

City of Oakland parking citation data from 2018 on.

The Indicators chosen represent the best proxies we could find for the complex disparity themes we set out to measure. The following criteria were used to determining the indicators included in each of the topics in the final framework:
1. Data is available, high quality, and from a reliable source.
2. We will be able to calculate change over time (i.e., data is updated and accessible on an
annual basis and changes from year to year can be meaningfully interpreted).
3. There is a strong causal model for why this Indicator matters (i.e., we understand the
context behind the Indicator and how disparities affect people).
4. The data accurately represents the impact of inequity on people’s lives (e.g., not
measuring quantity when what matters is quality).