4

Classification Workbench

SL-04

Machine classification with a human in the loop. Every override is attributed and audited, because the difference between 'the tool said so' and 'we decided, and here is who decided' is the difference between a defensible position and an excuse.

DischargesS.4S.9
Classified elements
230
Needs review
104

Confidence below 85%

Manually overridden
24
Average confidence
86%
Children's data
38
Classification techniques in use

Pattern rules catch the obvious; context and machine assistance catch the rest. Manual validation exists because neither is sufficient on its own, and because an override without an audit trail is indistinguishable from a mistake.

Pattern-based
100
43%
Context-aware
57
25%
Machine-assisted
56
24%
Manual
17
7%

230 elements

Change a classification inline. Bulk actions apply the same change to everything selected.

core.payment.last_login_geo
Family ID Core Registry
GeolocationContext-aware
86%
archive.enrolment.category_cert_no
Family ID Core Registry
Caste / category certificateManual override
93%
hr.payment.gender
Family ID Core Registry
GenderContext-aware
73%
staging.document.last_login_geo
Family ID Core Registry
GeolocationMachine-assisted
95%
staging.beneficiary.biometric_ref_hash
Family ID Core Registry
Biometric referenceMachine-assisted
95%
hr.profile.last_login_geo
Family ID Core Registry
GeolocationMachine-assisted
77%
core.audit_copy.biometric_ref_hash
Family ID Core Registry
Biometric referenceContext-aware
94%
archive.claim.device_fingerprint
Family ID Core Registry
Device identifierContext-aware
82%
public.member.grievance_text
Family ID Core Registry
Grievance historyManual override
80%
core.household.photograph_blob
Family ID Core Registry
PhotographContext-aware
91%
archive.applicant.salary_band
Family ID Core Registry
Employment recordPattern-based
92%
archive.extract.annual_income
Family ID Core Registry
Income declarationContext-aware
81%
citizen.applicant.last_login_geo
Family ID Core Registry
GeolocationManual
88%
public.payment.mobile_no
Family ID Core Registry
Mobile numberPattern-based
78%
citizen.grievance.marks_obtained
Citizen Portal Application DB
Educational recordPattern-based
77%
archive.extract.grievance_text
Citizen Portal Application DB
Grievance historyPattern-based
74%
hr.document.marks_obtained
Citizen Portal Application DB
Educational recordMachine-assisted
74%
public.beneficiary.last_login_geo
Citizen Portal Application DB
GeolocationPattern-based
79%
staging.beneficiary.gender
Citizen Portal Application DB
GenderContext-aware
80%
citizen.document.marks_obtained
Citizen Portal Application DB
Educational recordContext-aware
85%
citizen.extract.annual_income
Citizen Portal Application DB
Income declarationPattern-based
83%
hr.enrolment.child_health_record
Citizen Portal Application DB
Health recordMachine-assisted
97%
staging.grievance.email_address
Citizen Portal Application DB
Email addressPattern-based
92%
citizen.enrolment.residential_address
Citizen Portal Application DB
Postal addressPattern-based
81%
welfare.claim.annual_income
Citizen Portal Application DB
Income declarationContext-aware
75%
archive.profile.family_id
Pension Disbursement Ledger
Family IDPattern-based
86%
welfare.audit_copy.employer_name
Pension Disbursement Ledger
Employment recordPattern-based
87%
staging.profile.category_cert_no
Pension Disbursement Ledger
Caste / category certificateMachine-assisted
91%
staging.profile.last_login_geo
Pension Disbursement Ledger
GeolocationManual override
72%
public.audit_copy.employer_name
Pension Disbursement Ledger
Employment recordPattern-based
97%
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