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Contents

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Benefits for Researchers

The Student Journey dataset integrates data from CCCApply and CO-MIS, providing researchers with a more comprehensive and accessible view of student information.

With the CCC Data 3.0.0 release, this new database consolidates datasets and simplifies access permissions, eliminating the need to navigate multiple sources. Designed specifically for analyticsdata analysis, it offers allows for the creation of optimized tables that improve query performance and usability.

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Note: Existing databases and tables outside the Student Journey dataset remain unchanged and will continue to be supported.

Scope of this User Guide

This guide provides detailed information on the Student Journey dataset, including an overview of the data model, data sources, and instructions on how to use it, complete with example queries.

For direct access to the Data Warehouse and information on available datasets, refer to the Data Warehouse Direct Connect Access User Guide at: [CCC Data Warehouse Public Documentation - Confluence].

Student Journey Goals

The Student Journey dataset is designed to:

  • Improve the usability and accessibility of student data for researchers.

  • Establish clear correlations between CO-MIS and CCCApply data, enabling more comprehensive analysis.

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  • Education

  • Contact_Information

  • Personal_Information

  • Personal_Sociodemographic

Consult the Student Journey Database Data Dictionary to identify the source, table, description, and example values for each data field.

Description of the Schema

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  • apply__mis_associative_entity_vw

  • apply__application_vw

  • apply__college_attended_vw

  • apply__contact_information_vw

  • apply__education_vw

  • apply__needs_and_interests_vw

  • apply__personal_information_vw

  • apply__personal_sociodemographic_vw

  • student_journey__dictionary_mvw

These tables consolidate data from multiple sources and follow a canonicalized structure to ensure consistency and ease of use.

...

To analyze educational attainment, researchers can use the apply__application_vw and apply__education_vwtables, as this attribute is linked to each student’s college application. The following examples demonstrate how to retrieve this information.

Figure 1: Application Table

college
_id

tstmp_
create

tstmp_
update

tstmp_
submit

app_id

source

app_lang

status

ccc_id

181

51:26.5

05:05.4

246163

stnd_application

en

AAP

181

58:30.4

05:05.4

246170

stnd_application

en

AAP

181

40:35.5

05:05.4

14308

stnd_application

en

AAA

181

04:30.1

05:06.7

766185

stnd_application

en

AAA

181

11:06.6

05:05.4

243283

stnd_application

en

AAP

181

43:57.4

05:05.4

244160

stnd_application

en

AAP

863

22:35.0

05:43.2

05:43.2

799145

stnd_application

en

S

AAA

863

16:01.8

09:35.5

799957

stnd_application

en

AAB

863

55:24.6

55:24.9

10:41.5

839913

stnd_application

en

S

ABS

863

32:53.0

32:53.1

33:19.3

785127

stnd_application

en

S

ABK

The application table includes fields common to all application data sources. The source field specifies the origin of each record, as shown in the table below.

Figure 2: Application Source

source

number_of_records

bogfw_application

75648

stnd_application

801022

intl_application

63459

The application_education table, linked to the source field, provides additional details on educational background and goals, as shown below.

Figure 3: Application Education Table

app_id

source

ccc_id

tstmp_create

field

value

823812

stnd_application

ABQ7872

29:06.4

description

Apprenticeship: Electrical (Cert)

823812

stnd_application

ABQ7872

29:06.4

highest_edu_level

32013

827804

stnd_application

ABR7662

40:17.0

intended_major

1491

827873

stnd_application

ABR6671

01:56.5

major_category

Behavioral Sciences

823812

stnd_application

ABQ7872

29:06.4

major_category

Apprenticeship Education

840738

stnd_application

ABQ7872

36:43.0

highest_edu_level

0

840738

stnd_application

ABQ7872

36:43.0

description

ASL/English Interpreter Education

840738

stnd_application

ABQ7872

36:43.0

edu_goal

A

781669

stnd_application

AAA3495

45:28.3

intended_major

84102

827873

stnd_application

ABR6671

01:56.5

edu_goal

F

...

To determine how many submitted applications include an edu_goal, researchers can perform a left join between the application and application_education tables using the query below.

Figure 4: Example Query

Code Block
SELECT count(*) as num_applications
  FROM apply__application_vw ca
LEFT JOIN apply__education_vw cae
    ON (ca.app_id = cae.app_id)
WHERE ca.source = 'stnd_application' 
   AND cae.field = 'hs_edu_level' ;

Figure 5: Query Result

num_applications

801022

To generate a report on educational attainment by student, use the following query:

Figure 6: Example Query

Code Block
(
SELECT source, appccc_id,max(value)  as   hs_name, hs_city, hs_state
FROM_edu_level
  FROM apply__application_vw ca
LEFT JOIN apply__education_vw cae
PIVOT  (  ON (ca.app_id  max(value= cae.app_id)
FORWHERE fieldca.source IN= ('hsstnd_name',application' 
   AND cae.field = 'hs_city', 'hs_state')
 ))edu_level' 
   and ca.tstmp_create > '2025-01-01' group by source, appccc_id;

Example Query 2: Student Sociodemographic Information

To generate a report on student sociodemographic information, use the following query.

Figure 7: Example Query

Code Block
SELECT ccc_id,max(value)  as   hs_edu_level
  FROM apply__application_vw ca
LEFT JOIN apply__education_vw cae
    ON (ca.app_id = cae.app_id)
WHERE ca.source = 'stnd_application' 
   AND cae.field = 'hs_edu_level' 
   and ca.tstmp_create > '2025-01-01' group by ccc_id;

This requires data from the apply__application_vw and apply__personal_information_vw tables.

Figure 8: apply_personal_Information_vw view

app_id

source

ccc_id

lastname

firstname

middlename

tstmp_update

855357

bogfw_application

ABU2416

Kimmy

Pamy

46:12.1

855456

bogfw_application

ABU3934

Walsh

Esme

Shanon

48:24.7

855588

bogfw_application

ABU6936

sreetest

suvtest

07:16.8

855555

bogfw_application

ABU6903

sreetester

Suvtester

52:16.4

855489

bogfw_application

ABU6244

Sreetester

Suvatester

01:14.6

855522

bogfw_application

ABU6245

sreetest123

suvtest12

17:02.4

855786

bogfw_application

ABU6244

Sreetester

Suvatester

38:28.9

855852

bogfw_application

ABU6245

sreetest123

suvtest12

50:40.4

855753

bogfw_application

ABU6245

sreetest123

suvtest12

27:13.1

855423

bogfw_application

ABU3934

Walsh

Esme

Shanon

44:48.3

Figure 9: apply_personal_infromationsociodemographic_vw View

app_id

source

ccc_id

tstmp_create

field

value

119389

bogfw_application

ABS2569

28:30.7

married_or_rdp

y

119389

bogfw_application

ABS2569

28:30.7

homeless_youth_school

y

119389

bogfw_application

ABS2569

28:30.7

cert_national_guard

y

119389

bogfw_application

ABS2569

28:30.7

marital_status

M

119389

bogfw_application

ABS2569

28:30.7

homeless_youth_other

y

119389

bogfw_application

ABS2569

28:30.7

elig_police_fire

y

119389

bogfw_application

ABS2569

28:30.7

parents_deceased

y

119389

bogfw_application

ABS2569

28:30.7

reg_dom_partner

y

119389

bogfw_application

ABS2569

28:30.7

us_veteran

y

119389

bogfw_application

ABS2569

28:30.7

parents_assistance

y

Figure 8: apply_personal_sociodemographic View

By querying these tables, researchers can access attributes related to a student's sociodemographic status. For example, to determine how many students indicated they were married when completing their application, use the following query.

Figure 910: Marriage Information Query

Code Block
SELECT pi.app_id,sd.field,sd.value ,pi.value last_name FROM apply__personal_sociodemographic_vw sd inner join
apply__personal_information_vw pi on pi.app_id=sd.app_id where sd.field='married_or_rdp'
and pi.field='lastname';

This query returns the following results:

Figure 1011: Query Results

ABU2416

married_or_rdp

ABU6245

married_or_rdp

n

ABU6245

married_or_rdp

n

ABU6245

married_or_rdp

n

ABU6245

married_or_rdp

n

ABU6903

married_or_rdp

n

ABU6903

married_or_rdp

n

ABU3934

married_or_rdp

n

ABU3934

married_or_rdp

n

...

For details on connecting to the Data Warehouse and accessing current datasets, refer to the Data Warehouse Direct Connect Access User Guide at: [CCC Data Warehouse Public Documentation - Confluence].. 

Student Journey Application Database Name and Schema Format

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Code Block
select * from student_journey.public.apply__mis_associative_entity limit 10;

General Data Warehouse Help

If you need assistance with the CCC Data Warehouse, visit the http://CCCTechnology.info  support channel. There, you can receive help from the Enabling Services Support (ESS) team and collaborate with other colleges and districts on using the CCC Data Warehouse.

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