Ethiopian 2007 CENSUS DATA CAPTURING AND PROCESSING CENTRAL STATISTICAL AGENCY (CSA) APRIL, 2008
Background Information Population and Housing Census process is the largest data capturing exercise a country can undertake. It involves capturing of millions of forms The Central Statistics Agency (CSA) started using old techniques like Punched Card Reader as early 1960’s. Two Population and Housing Censuses have so far been conducted in Ethiopia. The first Population and Housing Census was carried out in 1984.
Background Information Cont’d . . . During the 1984 Census: Data capture was done on manual keyboard based entry using mainframe computer FORMSPEC data entry system was used It took more than 2 years to capture the data for about 42 million people. In the case of the 1994 Census: Data capture was again done on manual keyboard entry basis using PC’s CENTRY data entry system (IMPS) was used
Background Information Cont’d . . . It took about 18 months to capture the data for the population of about 53 million. About 180 data entry clerks were involved Around 90 Pc’s were used The entry work was done on 2-shift basis
Some Limitations of the Keyboard Manual Entry Method Time consuming Does not allow the availability of timely data The data will be weaker in representing the current or existing situation Subject to additional non-sampling errors Human error due to manual keying Due to the volume of the data, a 100% verification, as in the case of sample surveys, is difficult.
Limitations Cont . . . Involves a great deal of human resource management. Large number of data entry operators and equipment required
The Need for Alternative Solutions The need to have timely census results and the limitations discussed above forced the Agency to look for other alternatives This is obviously very important with regards to large volume of data like census. Hence the need to use the Scanning Technology
The Scanning Technology The Scanning Technology in general implements two basic techniques Mark recognition, like the Optical Mark Reader (OMR) Character recognition, like the Optical Character Recognition (OCR), and the Intelligent Character Recognition (ICR)
Scanning Technology Cont . . . OMR is the recognition of shaded marks (blobs) on the forms The positioning of these blobs on a form determines the alphanumeric characters they represent The character recognition is the recognition of alphanumeric characters on forms and they are of 2 types: OCR which is the recognition of machine printed characters and . .
Scanning Technology Cont . . . ICR which refers to the capture of hand- printed characters from a form For scanning of the 2007 Census the Optical Mark Reader (OMR) technique has been selected The Scanning Technology we use: PhotoScribe Series PS900 Scanners (DRS Scanning Technology Product)
DRS Photo Scribe Series PS900 High speed Imaging Mark Reader Windows XP professional CD R/WR drive Network connectivity A TFT monitor, Keyboard, mouse Speed: up to 8,500 forms / hour
The Scanning Process in General It mainly involves: Scanning / Data Capture – including IMAGE capturing Validation and Key-correction of scanned data Exporting the scanned and key-corrected data into ASCII or Text format The format suitable for electronic processing
Learning from Experiences of Other Countries Study tour made to two African countries Tanzania To learn from their successes Data capture of the 2002 Census of Tanzania was done in about 26 days General report tables were produced within 3 months from the start of the scanning
Experiences of Other Countries . . . Ghana To learn from their difficulties Data capture of the 2000 Census took about 6 months - ( forms from 29,000 EAs) 3 Scanners were used (Kodak, Fujitsu) The larger scanner was Kodak 500D Speed: About 500 forms/min Power failure was one of the major problems Loss of some data occurred as a result A large generator was installed to minimize the effect of the frequent power cut
Major Benefits of the Scanning Technology Significant decrease in time required to capture the data This helps to get timely data Users’ need satisfied (policy makers, planners, researchers, etc.) No need to worry to store millions of forms for long time in the future Scanning captures the whole content of a questionnaire in an electronic image format
Requirements for Effective Scanning Proper training Both on Hardware and Software This helps to “own” the technology Being able to use the technology after the departure of the trainers / technical advisors A reliable Network System A well organized space for forms and data flow is required
Registering & Organizing EA’s Received from the Field STRUCTURED SPACE FOR FILE FLOW Data Processing Center Warehouse Registering & Organizing EA’s Received from the Field Retrieval Receiving the Questionnaires Registering EA’s for Scanning Waiting Room Scanning Room Key-Correction Room Processing Center Store 1 2 3 4 5 6 7 8
Requirements for Effective Scanning - - - Proper file management and care Checking Batch (EA) IDs and orientation of forms Ensuring the EA code on each box is the same as the one on the questionnaires Proper recording of the in-coming and out- going questionnaires Close attention in detecting errors in the scanning process is required
Requirements for Effective Scanning - - - Ensuring the proper paper throughput through the scanner Ensuring smooth running of the scanning machines Maintenance Cleaning (daily) An arrangement to minimize the effect of Power Interruption is required
Major Activities Accomplished in the Course of the Census Taking Data from the Pilot Census was successfully scanned (OMR), key-corrected, exported to text format, tabulated and tested. One scanner (PS 900 Photo Scribe) was used to capture the pilot data Technical experts from the DRS company assisted in capturing, validating and exporting the pilot data Training in scanning technology was given : 16 professionals were trained
Major Activities Accomplished - - - Hardware and Software training conducted The training in general took about 7 working days SOSKITW for Windows :- a DRS software package for scanning was introduced Components of the SOSKITW Software : SOSGen : - used to generate scanning decodes for completed OMR forms (How marks on forms are interpreted and stored) SOSInp : - used to scan, validate and export scanned data.
Major Activities Accomplished - - - Equipment purchased and installed 10 additional PS900 iM2 DRS Scanners 16 high capacity PC’s for key-correction Census data processing work plan prepared Recruitment of temporary staff Staff training (scanning technology, CSPro) Retrieval and organization of completed forms Scanning and validation Computer editing and tabulation (For each activity: duration and responsible body are indicated)
Major Activities Accomplished - - - Census data processing teams organized Batch header database group Scanning and validation team Technical desk heads Shift supervisors Two senior programmers responsible for the overall scanning process Other sub-professional staff assigned 4 batch header scanning technicians 16 data validation workers
Major Activities Accomplished - - - The scanning room organized An air conditioner for the scanning room installed A high capacity automatic generator installed to ensure uninterrupted power supply Batch Header Database organized EA Control Forms completed in 2 parts during dispatch Same EA ID on both parts of the control form Same Enumerator Number on each part No. of Households in the EA filled-in The scannable part detached and scanned in office
Completed Census Forms Completed forms retrieved from the field (about 90,000 EA’s) Reception and organization of filled-in forms completed About 33 teams for registering and organizing forms were organized 3 persons assigned per team Retrieval of each EA checked and registered Presence of all form types checked (each EA) Control forms are also used to check the completeness of EA’s
Completed Census Forms - - - Types of the 2007 Census Forms Short questionnaires Long questionnaires Household Listing Forms Summary Forms Community Level Forms EA Control Forms (Batch Header Forms) EA ID’s and no. of households filled-in Unique Enumerator No. assigned Scanned to create EA Database
Long Questionnaire
Batch Control Form Summary Form
Actual Scanning Process - Census Forms Organized forms taken from store to the waiting room Batch Header information printed and associated with its respective EA box The existence of each EA verified Checked EAs sent to the scanning room Scanned forms are finally sent back to the stores Captured data are validated and key-corrected Key-correction involved checking and correcting: Missing marks Multi-marks Partial marks
Actual Scanning Process - - - Scanned and validated data is exported to TEXT format Format suitable for computer editing and tabulation Backup of the scanned / captured data is taken : on the Database Server externally, on high capacity tape cartridges HP Ultrium Data Cartridge 400 GB
Actual Scanning Process - - - All Census forms have been scanned : The scanning of the 10 sedentary Regions was carried from mid Aug. 2007 to mid Dec 2008 The scanning for Affar and Somali Regions took about one month including checking (mid Jan - mid Feb 2008) 44 scanning operators were assigned 11 scanners used 2 shifts per day, 7 days per week Validation and key-correction of the scanned data is done
Census Forms Scanning Process Key-Correction
Data Cleaning / Computer Editing Scanned, key-corrected and exported data Batch Edit Program based on Edit Specs provided by subject matter specialists developed and run on the data. The software to be used in editing the data is the Census and Survey Processing System (CSPro) And Batch Edit Application (.bch) is the component of CSPro used to clean the data through editing and imputation processes
Report Generation / Tabulation Raising factors attached to the edited long questionnaire data Tabulation programs (in CSPro) are prepared and tested Tables in accordance with the Tabulation Plan will be produced Final data will be organized in various formats (ASCII, SPSS) Final data will be sent to the Central Databank for achieving and dissemination purposes.
Problems Encountered I. Scanning : A batch might slip through un scanned during data capture A batch might also be scanned in parts only Misplacement of scanned forms in wrong boxes Limited storage space on the scanning machines Scanners become full– that makes scanning difficult Scanned images should constantly be moved to the storage server The location of scanned images on the storage server may sometimes not be found
Problems Encountered - - - II. Key Correction: Problems in retrieving scanned images for key correction was encountered Key correction took longer time as it is done manually The key correction process, as stared earlier, was based on fixing: Missing marks Multi-marks Partial marks
Problems Encountered - - - III. Processing the data : Large volume of data – takes long time (8 hrs) Frequent power failure highly affects the processing sessions The tabulation component of CSPro software sometimes fails unpredictably (It is a newly developed tabulation system)
In summary : Registration and organization of all completed Census Forms done The scanning and key correction of the Census questionnaires completed The scanning of the Household Listing forms is done Draft Census preliminary results have been produced Additional Comment: Quick manual review (editing and coding) of the filled-in forms might be needed prior to the scanning process
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