Research Program and Enterprise Architecture for Adaptive Survey Design At Census Peter Miller Anup Mathur Michael Thieme May 23, 2014.

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Presentation transcript:

Research Program and Enterprise Architecture for Adaptive Survey Design At Census Peter Miller Anup Mathur Michael Thieme May 23, 2014

Adaptive Design Elements A tailored and dynamic approach to case management in data collection Uses auxiliary frame data, paradata and response data to guide contact approaches and resource allocation Employs a centralized system for controlling multiple data collection modes 2

Data Resources for Adaptive Design Frame data: e.g. type of structure, block group demographic statistics, alternative modes, (previous response data) Paradata: contact history (effort and response propensity), interviewer observations, time and travel, progress, Web survey metrics Response data: Current estimates for key variables Quality metrics -> sample balance, response rate, stability/quality of estimates 3

Tailored and Dynamic Case Management Prioritize cases (e.g. NSCG, 2013 Census Test) Prioritize modes (e.g.NSCG) Shift priorities with experience (e.g. NSCG, 2013 Census Test) Subsample open cases (e.g. Econ Census) Stop data collection (e.g. NHIS) Faster provision of data (e.g. NSCG) 4

What Does it Take to be Adaptive? An organizational mandate to “prove in” adaptive approaches to data collection An understanding of the elemental capabilities required An architectural approach 5

Organizational Mandate Census Bureau Example 1.Established a Center with the primary responsibility for researching and implementing Adaptive Design for the enterprise 2.Staffed the new Center for Adaptive Design (CAD) with motivated representatives from each Directorate (Decennial, Demographic, Economic, Information Technology) 3.Inserted Adaptive Design goals in key strategic documents 4.Insisted that the CAD be a combined effort of Statistical Methodology and IT Enterprise Architecture 5.Robert Groves and John Thompson 6

Architectural Approach Work with Standards (common conceptual frameworks) Create a solution architecture Create a Program Roadmap 7

Challenges Accidental Architecture Source: Fostering Interoperability in Official Statistics: Common Statistical Production Architecture (UNECE, 2013)

Challenges This is what Accidental Architecture looks like at Census: 9

10 User Interface Policy Automation – Business Rules Layer Integration & Access Services Layer Maestro XML Workload, Instrument for Modes Status From Modes Paper Mode Systems Interview Operations Control (CATI, CAPI, TQA, Listing) Internet Mode System Responses From Modes XML Sample & Response Processing Sample XML Response Single Platform to Manage Multiple Data Collection Modes Workflow Automation – BPM Layer + +

11 User Interface Policy Automation – Business Rules Layer Workflow Automation – BPM Layer + + Integration & Access Services Layer Maestro XML Workload, Instrument Status Paper Mode Systems Interview Operations Control (CATI, CAPI, TQA, Listing) Internet Mode System Response XML Sample & Response Processing XML Response Administrative Records Sample Admin Records – Frame Augmentation Augment Frame Data

12 XML Sample & Response Processing XML Administrative Records Visualization, Modeling, Analysis, & Estimation User Interface Policy Automation – Business Rules Layer Workflow Automation – BPM Layer + + Integration & Access Services Layer Maestro Paper Mode Systems Interview Operations Control (CATI, CAPI, TQA, Listing) Internet Mode System Workload, Instrument ResponseStatus Paradata Sample Response XML Admin Records – Frame Augmentation Admin Records Paradata Estimates Adaptive Orchestration of Data Collection Response

13 Plan for Rolling Out Adaptive Design Cale Baseline 1: Maestro Platform: Support ACS in 2016 Baseline 2: Maestro in place, add Paradata & Concurrent Analysis – Bring on Decennial and some Demo surveys in 2017 Baseline 3: Bring on more Demo surveys, start bringing on Econ surveys and Econ Census