Cases
Panel research operations

Singapore panel survey with message testing and SPSS handoff

Public-sector research agency or panel operator

A source-backed panel research instrument for organizations running Qualtrics-style fieldwork with quota metadata, randomized message exposure, open-ended probes, and analyst-ready exports.

Backed by skills/experiment/source-projects/singapore-panel-research. It is a synthetic public operations case, not a named client claim.

https://singapore-panel-research.exp.maestro.onl/

Complexity snapshot

apps
panel_entry, profile_quota, wave_survey, message_test, open_text, final
pages
17 pages across consent, panel-link metadata, demographics, quota cell fields, quality screen, programme evaluation batteries, randomized message exposure, open text, coding handoff, and completion
exportFields
respondent ID, panel ID, sample source, quota cell, demographics, message arm, quality flags, NPS, matrices, ranking, open text, recontact, completion
logic
hash treatment assignment, quota-cell construction, fieldwork metadata, timing/events, open-text coding worksheet, SPSS syntax handoff
Instrument flow

Multi-step respondent logic, not a toy form

01

Panel entry and sample metadata

Captures respondent ID, panel member ID, sample source, consent, and URL-style fieldwork identifiers.

InstructionTextInputDropdownSelectChoiceButtons
02

Profile and quota cell

Collects age band, gender, district, housing type, and language so fieldwork can monitor quota cells.

DropdownSelectChoiceButtonsquota metadata
03

Programme evaluation battery

Runs attention checks, Likert awareness, trust matrix, NPS satisfaction, and ranked policy priorities.

LikertScaleMatrixQuestionNpsScaleRankingTask
04

Randomized message test

Assigns respondents to control, benefits, or community framing and captures recall, believability, and intended action.

ConceptCardExperimentTimerSemanticDifferentialChoiceButtons
05

Open text and SPSS handoff

Exports raw open text with treatment and quota metadata plus a coding-sheet contract and SPSS syntax metadata.

TextInputRevealPanelcompletion codeSPSS-ready export
Export contract

Fields the analyst actually needs

respondent_id / panel_id / sample_source
age_band / gender / district / housing_type / quota_cell
message_arm
programme_awareness
trust_matrix
service_satisfaction_nps
policy_priority_ranking
message_recall / message_believability / intended_action
open_main_concern / open_improvement_suggestion
SPSS syntax + value labels
open-text coding worksheet fields
Scope boundary

What this case does not claim

Not a panel member CRM or rewards system.

No direct Oracle integration in this public demo; data leaves through controlled exports.

Open-ended coding is represented as a reviewable handoff contract, not automatic unsupervised coding.

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