Ann Arbor ASA ‘Up and Running’ Series: ACCESS

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Ann Arbor ASA ‘Up and Running’ Series: ACCESS. Prepared by volunteers of the Ann Arbor Chapter of the American Statistical Association, in cooperation with the Department of Statistics and the Center for Statistical Consultation and Research of the University of Michigan. PURPOSE: - PowerPoint PPT Presentation

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Ann Arbor ASA‘Up and Running’ Series:

ACCESS

Prepared by volunteers of the Ann Arbor Chapter of the American Statistical Association,

in cooperation with the Department of Statistics and the Center for Statistical Consultation and Research

of the University of Michigan

2

PURPOSE: • INEFFICIENCIES of Data Storage in Excel• ADVANTAGES of Data Storage in Access• Simple Access Database:

Creation of tables:doctor_information, patient_information,

patient_appointment Manual Data EntryForeign Keys

• Data Entry Screens and Data Reporting

3

Inefficiencies of Excel

Excel Spreadsheet Inefficiencies

• Disorganized, multiple entries for Dr. Peg Black.

• Tedious cutting and pasting required for reports on Dr. Peg Black.

• Difficult tracking of monthly, weekly and daily appointments

• Not multi-user• Tedious data entry

4

Inefficiencies of Excel (continued)

Doctor Patient Appointment Dr. John Smith Jane Dwight 11/2/2009 8:00am Dr. Peg Black Bob Carlson 01/2/2009 8:00am Dr. George Frank Peter Townsend 3/2/2009 8:00am Dr. George Frank Peter Townsend 3/3/2009 8:00am Dr. George Frank Linda Garner 3/4/2009 11:00am Dr. George Frank Linda Garner 3/4/2009 1:00pm Dr. George Frank Robert Hendrick 2:00pm 3/4/2009 Dr. George Frank Robert Hendrick 2:00pm 3/5/2009 Dr. Peg Black Bob Carlson 01/3/2009 8:00am Dr. John Smith Jane Dwight 11/3/2009 9:00am Dr. George Frank Lucy Schwartz 11/4/2009 9:00am Dr. Peg Black Bob Carlson 01/3/2009 8:00am Dr. George Frank Linda Garner 9/4/2009 1:00pm Dr. Peg Black Bob Carlson 01/4/2009 8:00am Dr. George Frank Linda Garner 8/4/2009 1:00pm P. Black Bob Carlson 01/5/2009 8:00am

Dr. John Smith Mary Yates 11/4/2009 9:00am Dr. John Smith Jane P. Dwight 11/5/2009 9:00am Dr. Peg Black Bob Carlson 01/6/2009 8:00am

Bob Carlson 01/7/2009 8:00am Dr. George Frank Linda Garner 8/4/2009 1:00pm Dr. George Frank Lucy Schwartz 7/4/2009 9:00am Dr. John Smith Andrew Taylor 11/6/2009 9:00am

Carol Henderson 01/8/2009 8:00am Dr. Peg Black Carol Henderson 01/9/2009 8:00am Dr. Peg Blck Carol Henderson 01/10/2009 8:00am Dr. John Smith Cal Hanks 11/7/2009 9:00am Dr. John Smith Ben Biggs 11/7/2009 9:00am Dr. George Frank Lucy Schwartz 7/8/2009 9:00am

• Inconsistent entries P Black. ,Dr. Peg Black. PREVENT accurate data tracking

• Leaving out an entry Dr. Peg Black PREVENTS accurate data tracking

5

ADVANTAGES of Database Storage in Access: Data Entry Screens

• Data Entry Screens

produce list of valid doctor names

• No room for data entry

mistakes

Look up list Of Doctors Names

6

ADVANTAGES of Database Storage in Access: Data Entry Screens

• Data Entry Screens

produce list of valid patient names too.

• No room for data entry

mistakes

Look up list Of Patient Names

7

ADVANTAGES of Database Storage in Access: Reports

• Reports enable you

to group

Look up list Of Patient Names

Doctor NameEach Patient

8

ADVANTAGES of Database Storage in Access: Applications

• Access Data Entry Screens and Data AccessReports can be linked together to create AccessApplications

9

Access Database:First Access Database Screen

• Table: Spreadsheet – Rows of data– Columns of data

• Database: Workbook– Collection of

Spreadsheets or Tables

10

Simple Access Database

• To start MSAccess Under the Start menu Click on All Programs (Note, items on right side may be different) Click on

All Programs

11

Simple Access Database

• UnderGeneral Office Applications ,Microsoft Office 2007 foldersClick onMicrosoft Office Access 2007

Click on Microsoft OfficeAccess 2007

12

Simple Access Database

• Click On Blank Database Click on

Blank Database

13

Simple Access Database

• Type in the database name (or file name)

“database1”in the File_NameText box.

• Click Create button

• Notice that the directory structure of thedatabase appears above the create andcancel buttons

Directory StructureType in “database1”

Click on Create button

14

Simple Access Database

• This screen appearsWhen you click the Create button.

• At this point you are ready to add fieldsto your first table. Lateron we will save thistable and give it a name

We will give thistable a name lateron

We are adding fields to our newtable

15

Simple Access Database (Table Creation)

• Purpose to Create tables doctor_information,Patient_information, and patient_appointment.

• Add columns, rename columns, and manuallyenter data.

16

Simple Access Database (Table Creation)

Create Table Basics

• AutoNumber: Unique Identifier: generated automatically when you create a database

• Rename Column: Right click and chose rename. Type column name. Click on “add new field”

• Move to next field: Type in the name of the column and hit enter

• Change column data type: Go to the data type list box and choose an appropriate data type. Default is text

ID field created automatically when you create a database

17

Simple Access Database

• Create Doctor_idColumn by renamingID field. Right mouse click.

Choose rename column.

18

Simple Access Database (Move to next field)

• Rename field Type in “doctor_id”.

Double click on “add new field”

19

Simple Access Database (Move to next field)

• Move to next field Type “first_name”. Hit <enter>

20

Simple Access Database (Move to next field)

• Move to next fieldBlank field appears.Cursor is on the blank field

Cursor is on blank field

21

Simple Access Database (Move to next field)

• Add next fieldsAdd next fieldslast_name, address, city, state in the same fashion.Type each field name.Hit <enter>

22

Simple Access Database (Move to next field)

• Add next fieldsAfter adding lastField , state, andhitting <enter> Results are as follows: Cursor is here

23

Simple Access Database (Move to next field)

• Modify data typeAdd numeric fieldZip. Type in zip

Type in Zip

24

Simple Access Database (Move to next field)

• Modify data typeNext,Click on white space.Click on Data TypeList box and choosenumber

(1) Click on white space

(2) Click on DataT ype list box and choose number

Notice “add New field “ label For next field

25

Simple Access Database (Move to next field)

• Modify data type• Double Click on “Add new Field” To the right of “zip”

• RepeatFor the soc number.The resulting screenLooks as follows:

(1) Click on white space (2) Click on DataT ype list box and choose number

26

Simple Access Database (Move to next field)

• Modify data type• Repeat process for hire_date

• Except for the Date type choose Date time

(1) Click on white space (2) Click on DataT ype list box and choose number

27

Simple Access Database (Save Table)

• Save Table• Click on Upper-left corner disk icon

• Type doctor_informationin dialog box.

1) Click on the disk icon to save the table.

2) Type in doctor_information in dialog box

28

Simple Access Database (Save Table)

• Save Table• Press OK in dialog box.

• Results are as follows:

1) Click on the disk icon to save the table.

The table is called doctor_information

29

Simple Access Database (Create table for

excercises)

• To create theTables for the Following exercisesClick on Create

Click onCreate

30

Simple Access Database (Create table for

excercises)

• Next clickOn Table

Click onTable

31

Simple Access Database (Create table for

excercises)

• You are set to Add fields For your new Table.

You are set to add fields for your new table

32

Simple Access Database (Exercise)

• Create tables patient_information and patient_appointment table. The patient_information table has the following layout:

Patient_id Patient_last_name

Patient_first_name

Patient_middle

Patient_soc Patient_address

Autonumber Text Text Text Number text

Patient_state Patient_city Patient_zip Date_of_birth

Text Text Number Date time

33

Simple Access Database (Exercise continued)

• Create tables patient_information and patient_appointment table. The patient_appointment table has the following layout:

• Patient_appointment has the followiAppt_id Appt_date

Doctor_id App_desc Patient_id

Autonumber

Date time Number Text number

34

Simple Access Database: Manual Data Entry

• DoctorInformation data

• Open up doctorInformation tableto enter data

• You can right mouse click on a table on the leftside and click open

1) Click on the disk icon to save the table.

35

Simple Access Database: Manual Data Entry

• DoctorInformation data

• Open up doctorInformation tableto enter data

1) Click on the disk icon to save the table.

1) Right mouse click

2) Click Open

36

Simple Access Database: Manual Data Entry

• DoctorInformation data

• OR double clickon doctor_information : Table

1) Click on the disk icon to save the table.

1) Right mouse click

2) Click Open

1) Double click on doctor_information table

37

Simple Access Database: Manual Data Entry

• DoctorInformation data

• Data EntryScreen Appears 1) Click on the disk icon to save the table.

1) Right mouse click

2) Click Open1) <Tab> past doctor id field on to first name.2) Type first name “Gina”3) <Tab > to last_name enter “Smith” for last name4) Continue tabbing and entering in fields

Cursor is here

38

Simple Access Database: Manual Data Entry

• DoctorInformation data• Data EntryScreen Appears• Doctor_id filled In automaticallyby pressing <tab>Or <enter>

Note: the Doctor_id shownon this slide may be different than whatyou have since the idsare automatically generated.

1) <Tab> past doctor id field on to first name.2) Cursor is here

1) As soon as you start typing on the first_name field …

the doctor_id field is populated

39

Simple Access Database: Manual Data Entry

• DoctorInformation data

• Data EntryScreen Appears

• ContinueTabbing and Entering fields

1) Click on the disk icon to save the table.

1) Right mouse click

2) Click Open1) <Tab> past doctor id field on to first name.2) Type first name “Gina”3) <Tab > to last_name enter “Anderson” for last name4) Continue tabbing and entering in fields

40

Simple Access Database: Manual Data Entry

• DoctorInformation data

• Tab to each field• Enter value• Hit <Tab> or <Enter> to moveTo next field

1) Cursor is at address2) Type “123 Lane” for address3) <Tab> or <Enter> for next field4) Continue adding rest of the Fields typing in “Plymouth” for the city, “MI” forthe state, “48170” for the zip, and “388888888”for the soc

41

Simple Access Database: Manual Data Entry

• DoctorInformation data

• At theHire_date fieldEnter in 07/07/2009. TimeDefaults to noon

1) Click on the disk icon to save the table.

1) Right mouse click

2) Click Open1) <Tab> past doctor id field on to first name.2) Type first name “Gina”3) <Tab > to last_name enter “Smith” for last name4) Continue tabbing and entering in fields

42

Simple Access Database: Manual Data Entry

• DoctorInformation data

• After enteringIn the hire_datehit <enter>. Results are asshown AND data is saved tothe table

1) Right mouse click

2) Click Open

43

Simple Access Database: Manual Data Entry

• DoctorInformation data

• After enteringIn the hire_datehit <enter>. Results are asshown AND data is saved tothe table

1) Right mouse click

2) Click Open

44

Simple Access Database: Manual Data Entry

• DoctorInformation data

• Note, you can delete arecord by selecting arecord, right-clicking and choosing delete

1) Right mouse click

2) Click Open

45

Simple Access Database: Manual Data Entry

• DoctorInformation data

• Confirmationdialog box popsUp. Click OK

1) Right mouse click

2) Click Open

46

Simple Access Database: Manual Data Entry

• DoctorInformation data

• End resultis as shown

1) Right mouse click

2) Click Open

47

Simple Access Database: Manual Data Entry (Exercise)

• Enter data into the patient_information table. Add a record with the following values (in order –

omitting double quotes):“ Mann”, “Bob”, “John”, “380004444”, “444 Lockwood”,“Novi”, “MI”, “48170”, “12/01/1970” Patient_id Patient_last_

namePatient_first_name

Patient_middle

Patient_soc Patient_address

Autonumber Text Text Text Number text

Patient_city Patient_state Patient_zip Date_of_birth

Text Text Number Date time

48

Simple Access Database: Foreign Keys

Purpose:1) Creating Relationships2) Enforcing Integrity

By Creating Child and Parent tables you are creatingRELATIONSHIPS

49

Simple Access Database: Foreign Keys: Creating Relationships

• Parent tablesAnd Child tables• Fields in Child Table (patientAppointment)referenceFields in Parent Tables (doctor _information,patient_information)• Patient_appointmentDoctor_ID and Patient_ID are foreign keys

Values in Patient_appointmentDoctor_ID mustExist in Doctor_informationDoctor_id

Values in Patient_appointment Patient_ID must exist in patient_informationPatient_id

50

Simple Access Database: Creating Foreign Keys Creates Relationships: Bring Tables into ERD diagram

• Creating Child Tables is how youCREATE RELATIONSHIPS

• Creating Child tables• Go under DatabaseTools and click on Relationships for a List of tables to Bring into the ERD.

Click on relationships for a list of tables to bring into The ERD (Entity RelationshipDiagram)

51

Simple Access Database: Creating Foreign Keys Creates Relationships

• Creating Child table• Next, • Click on the Doctor_information, • Hold the <SHIFT> key• Click on Patient_informationAnd Patient_appointment

52

Simple Access Database: Creating Foreign Keys Creates Relationships

• Create childTable

• Click Add • Tables

Appear In the ERD

53

Simple Access Database: Creating Foreign Keys Creates Relationships

• Create childTable

• Left mouseClick onPatient_appointmentMove it down sinceIt is the child table

54

Simple Access Database: Foreign Keys

• Create childTable

• Double clickOn doctor_id Of doctor_informationTo bring up Relationship window

55

Simple Access Database: Foreign Keys

• Create childTable

• Double clickOn doctor_id Of doctor_informationto bring up Relationship window

56

Simple Access Database: Creating Foreign Keys Creates Relationships

• Create childTable Patient_Appointment

• Left tablename choose Doctor_information. Right tableName choose Patient_appointment

57

Simple Access Database: Foreign Keys

• Create childTable

• Left columnname choose Doctor_id. Right columnName choose Doctor_id

58

Simple Access Database: Foreign Keys

• Create childTable

• Click OK

59

Simple Access Database: Foreign Keys

• Create childTable

• Click Create

60

Simple Access Database: Foreign Keys

• Create childTable

• Relationshipis created

61

Simple Access Database: Foreign Keys: Creating Relationship between patient_appointment and

patient_information

ChildTable:PatientAppointmentParent table:Patient Information

Repeat for Patient Information

1)1) Choose Patient_informationFor left table (parentTable)

2) Choose Patient_appointmentFor right table (child table)

2)

62

Simple Access Database: Foreign Keys: Creating Relationship between patient_appointment and

patient_information

ChildTable:PatientAppointmentParent table:Patient Information

1)

1) Choose patient_idColumns frompatient_informationand patient_appointment tables

2)

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Simple Access Database: Foreign Keys: CreatingRelationships

• Create childTable

• Relationshipis created

Child

Parent

Relationship

You can double-clickOn the relationshipTo edit it later on

64

Simple Access Database: Foreign Keys: Enforcing Integrity

• IntegrityIs enforced

Can only use existing doctor ids of 5 or 6 (in this example). Note your doctor ids may be different

65

Data Entry Screens: Easy way to enter data

Purpose of Data Entry Screens: • To enter the data in a fast and efficient way• To keep data organized • We build data entry screens by choosing

tables and columns and then adding a buttonfor the data entry

• We create data entry screens for the parent Tables first and then the child tables

66

Data Entry Screens: Parent Tables

• Create Data Entry Screens

• Doctor_Information table

1) Click on create2) Click on form design

67

Data Entry Screens: Parent Tables

• Create Data Entry Screens

• Doctor_Information table

1) Click on Add ExistingFields

68

Data Entry Screens: Parent Tables

• Create Data Entry Screens

• Doctor_Information table

1) Click on Add ExistingFields

69

Data Entry Screens: Parent Tables

• Create Data Entry Screens

ExpandDoctor_Information table

Expand doctor_information

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Data Entry Screens: Parent Tables:Doctor_Information

• Create Data Entry Screens

Drag doctor id field to edge of second square

Drag first_name field to edge of second square

71

Data Entry Screens: Parent Tables:Doctor_Information

• Create Data Entry Screens

Drag each field to edge of second square

Drag each field to edge of second square.Hire_date is the last field

72

Data Entry Screens: Parent Tables: Doctor_Information: Creating button

to insert data

• Create Data Entry Screens

(2) Click on Button

(3) Click on RecordOperations

4) Click on Save Record

5) Click on Finish

(1) Click on Design Tab

(1)(2)

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Data Entry Screens: Parent Tables: Doctor_Information: OR much simpler way

to create a form

• Create Data Entry Screens

1) Click on doctor_Information table

2) Click on create

3) Click on Form NOT Form Design

(1) Click on doctor_information

(2) Click on Create

(3) Click on Form

74

Data Entry Screens: Parent Tables: Doctor_Information: OR much simpler way

to create a form without dragging each field:

• Create Data Entry Screens

1) After clickingon form, a form is created automaticallyfor the‘doctor_information’Table.

75

Data Entry Screens: Parent Tables: Doctor_Information: OR much simpler way

to create a form without dragging each field:

• Create Data Entry Screens

1) Click on the Save disk icon

(1) Click on Save disk icon

76

Data Entry Screens: Parent Tables: Doctor_Information: OR much simpler way

to create a form without dragging each field:

• Create Data Entry Screens

1) Type inDoctor_information

2) Press OK. Doctor_informationIs saved as a form

(1) Click on Save disk icon

(1) Type in doctor_information(2) Press OK

77

Data Entry Screens: Parent Tables: Doctor_Information: Design mode: Add a button

• Add buttonto Data EntryScreen

1) Right-mouseClick on the formDoctor_information

2) Click on Design View to Get into DesignView to add button.

(1) Right click on form doctor_information

(2) Click on Design View

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Data Entry Screens: Parent Tables: Doctor_Information: Design mode: Add a button

• Add buttonto Data EntryScreen

1) Click on the Button icon.

(1) Click on the button

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Data Entry Screens: Parent Tables: Doctor_Information: Design mode: Add a button

• Add buttonto Data EntryScreen

(1) Drag rectangle to the footer section and click

(1) Drag rectangle to the footer section and click

80

Data Entry Screens: Parent Tables: Doctor_Information: Design mode: Add a button

• Choose action for button

(1) Click on Record Operations

(2) Click on Add New Record

(1) Click on Record Operations

(2) Click on Add New Record

(3) Click on Next(3) Click on Next

81

Data Entry Screens: Parent Tables: Doctor_Information: Design mode: Add a button

• NameButtonOn Data EntryScreen

(1) Click on Text

(2) Type Add Record

(3) Click on Next(3) Click on Next

(1) Click on Text(2) Type Add Record

82

Data Entry Screens: Parent Tables: Doctor_Information: Design mode: Add a button

• NameButtonOn Data EntryScreen

(1) Type Add Record

(2) Click on Finish

(1) Type Add Record

(2) Click on Finish

83

Data Entry Screens: Parent Tables: Doctor_Information: Design mode: Add a button

• Runthe formto entera new record

(1) Double click on Doctor Information form

(1) Double click on Doctor Information form

84

Data Entry Screens: Parent Tables: Doctor_Information: Design mode: Add a button

• Runthe formto entera new record

(1) Tab pastdoctor_idand enter In the followingFields

2) Press Add Recordto add the record

Press Add Recordto add the record

85

Data Entry Screens: Parent Tables: Doctor_Information: Design mode: Add a button

• Runthe formto entera new record

(1) Record hasbeen added

86

Data Entry Screens: Parent Tables: (Exercise)

• Add a data entry screen for Patient Information andadd a button to Add a record. BONUS: Add anotherButton to delete a record

87

Data Entry Screens: Child Tables: Patient_Appointment with a look-up list of doctors

• Build formfrom patient_AppointmentTable

(1) Select patient_Appointment table(2) Choose create(3) Choose form

88

Data Entry Screens: Child Tables: Patient_Appointment with a look-up list of doctors

• Build formfrom patient_AppointmentTable

(1) Form is createdFor patient_Appointment

2) Right clickOn patient_Appointment

3) Click on design view

89

Data Entry Screens: Child Tables: Patient_Appointment with a look-up list of doctors

• Build dropDown listFor doctors

(1) Click on Drop down list

2) Drag it to the detail part of the form

3) Notice the dialog box comes up. Make sure first option is selected. Click Next

(1) Click on Drop down list

2) Drag it to the detail Part of the form

(3) Notice the dialog box comes up. Make sure the firstoption is selected.Click Next

90

Data Entry Screens: Child Tables: Patient_Appointment with a look-up list of doctors

• Choose Source for Drop down listof doctors (1) Choose

Doctor_informationto populate the drop Down list .

(2) Click Next

(2) Click Next

(1) Choose Doctor_informationto populate the drop Down list .

91

Data Entry Screens: Child Tables: Patient_Appointment with a look-up list of doctors

• Choose fields for Drop down listof doctors (1) Choose last_name.

Click >.

2) Choose first_name. Click >.

(3) Click Next

(1) Choose last_name.Click >.

2) Choose first_name. Click >.

3) Click Next

92

Data Entry Screens: Child Tables: Patient_Appointment with a look-up list of doctors

• Choose Sorting for Drop downlist (1) Choose last_name.

(2) Click Next

(1) Choose last_name.

(2) Click Next

93

Data Entry Screens: Child Tables: Patient_Appointment with a look-up list of doctors

• Hide theKey column

(1) Make sure hide keyColumn option is chosen

(2) Click Next

(1) Make sure hide key Column option is chosen.

(2) Click Next

94

Data Entry Screens: Child Tables: Patient_Appointment with a look-up list of doctors

• Store valueIn lookup list

(1) Make sure storevalue in field option is chosen

(2) Choose doctor_id From drop down

(3) Click finish

(1) Make sure store value in field option is chosen.

(2) Choose doctor_idFrom drop_down

(3) Click finish

95

Data Entry Screens: Child Tables: Patient_Appointment with a look-up list of doctors

• DoctorLookup listcreated

(1) When You bring upThe patient_Appointment form(by double-clickingon this form) yousee the drop downof doctors.

96

Data Entry Screens: Parent Tables: (Exercise)

• Add another drop down list on the patient_appointment form to show a drop down

of PATIENTS (from the patient_information table)

97

Data Entry Screens: End Result

Have pull down for doctor and Patients

Have button to insert

98

Data Reporting Purpose: Fields and grouping

• Data Reporting Purpose:1) Choose fields that you want to include on the report . We will be choosing fields fromPatient_appointment, Doctor_information, And Patient_information.2) Choose how you want to group your data

99

Data Reporting: Creating Simple Data Reportswith the Reporting Wizard : fields

• CreateReports

(2) Click on (3) Report Wizard

(1) Click on Create

(1)(2)

100

Data Reporting: Creating Simple Data Reportswith the Reporting Wizard : fields

• CreateReportsPatient_appointment fields

(1)(2)

1) Choose patient_appointment for the table2) Choose appt_date from left side and hit arrow

to move it to the right side.3) Choose appt_desc from left side and hit

Arrow (->) to move it to right side.

(1) Choose field

(2) Hit Arrow

101

Data Reporting: Creating Simple Data Reportswith the Reporting Wizard : fields

• CreateReportsDoctor Information fields

(1)(2)

1) Choose Doctor_information for the table2) Choose first_name from left side and hit arrow

to move it to the right side.3) Choose last_name from left side and hit

Arrow (->) to move it to right side.

102

Data Reporting: Creating Simple Data Reportswith the Reporting Wizard : fields

• CreateReportsPatient Information fields

(1)(2)

1) Choose Patient_Information for the table2) Choose Patient_first_name from left side and hit arrow

to move it to the right side.3) Choose patient_last_name from left side and hit

Arrow (->) to move it to right side.

103

Data Reporting: Creating Simple Data Reportswith the Reporting Wizard : Grouping

• ChooseHow you Want to Group yourdata

Gives you flexibility in grouping data

Choose doctor_information

104

Data Reporting: Hit Next and Finish. End Result:

Doctor NameEach Patient

105

Data Reporting: Can also group report by Patient Information

PatientEach Doctor Appointment

117

Conclusion

MS Access is an easy and efficient way to store Data and enables you to build Tables, Data Entry Screens, Reports, and Applications.

Questions

118

119

ResourcesTraining from CSCAR

http://www.umich.edu/~cscar/

• Statistical Analysis with R -- October 20, 9am-5pm• Intermediate SAS -- October 25, 27 + 29, 9am-12:30pm• Using ArcGIS -- October 26 + 28, 9am-5pm• Applied Structural Equation Modeling -- November 1, 2 + 3, 9am-5pm• Introduction to NVivo -- November 9 + 11, 9am-12:30pm• Applications of Hierarchical Linear Models -- November 8, 10 + 12• Introduction to Programming in Stata -- November 9, 11, 16 + 18, 1pm-4:30pm• Regression Analysis -- November 17 + 19• Classification and Regression Trees Using JMP -- December 2 + 3

120

Other Workshopsfrom Ann Arbor ASA

• Stata

• Statistics with Excel

• R

• MS Access

• SAS

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