Six dashboards on the survey-quality side: is the survey ready, do the questions hold together, can you trust what came back? Five sit on the surfaced top tab row in the app; the Strength Index is the executive scorecard that pulls them together.
Reliability anchors on McDonald's omega 0.91; alpha-omega gap 0.02 holds the 1-factor assumption.
Reliability23/25
Factor17/20
Item quality18/20
Response13/15
Open-ended7/10
Actionability8/10
Composite 0-100 score across six weighted domains. Reliability anchors on McDonald's omega; alpha-omega gap acts as a tau-equivalence proxy. The "Can I use these results?" verdict sits below the ring.
Surfaced tab · Phase 144
Survey Readiness
Is this survey ready to send before we publish?
Draft · DEI ClimateAlmost ready · 78 / 100
Strength IndexReadinessReliabilityDescription+5
78/ 100
Readiness Score
Almost ready
Two warnings, four nudges. Tag four untagged Likert items and add a reverse-scored item to unlock omega.
Top issues
Untagged Likert items Warning
No reverse-scored items Warning
Some constructs have fewer than 3 items
Runs even with zero responses. Six weighted design checks: items per construct, construct coverage, grouping variables, purpose, length, reverse-scoring. Issue list with blocker / warning / nudge severity.
Surfaced tab · Phase 60/104/107
Reliability
Do your questions work together as a consistent scale?
Workplace Engagement Pulse22 items · n=312
Strength IndexReadinessReliabilityValidity+5
Cronbach α
0.89
CI [0.86, 0.91]
McDonald ω
0.91
CI [0.88, 0.93]
Split-half
0.85
Spearman-Brown
Construct
Items
α
ω
Engagement
8
0.91
0.93
Manager support
7
0.88
0.90
Workload
5
0.83
0.85
Recognition
2
0.71
--
Cronbach's alpha + McDonald's omega with bootstrap CIs, split-half, SEM, item-total correlations, alpha-if-deleted. Per-construct table when constructs are tagged.
Surfaced tab · Phase 46/64/66
Validity
What is your survey really measuring?
Workplace Engagement Pulse3 factors · KMO 0.84
ReliabilityValidityDescriptionOpen-ended+4
KMO
0.84
Bartlett
p<.001
CFI
0.96
RMSEA
0.05
Factor structure (3 factors retained)
EFA dashboard (KMO, Bartlett, scree, factor loadings) plus CFA card (CFI, TLI, RMSEA with 90% CI, SRMR, standardized loadings) and measurement invariance across groups.
Surfaced tab · Phase 140
Response Quality
Can I trust these responses?
Workplace Engagement Pulsen=312 · 12 flags
ValidityOpen-endedResponse QualityCompletion+4
Clean rate
94%
293 of 312
Straight-line
3
flagged rows
Duplicates
2
vector pairs
Short open
7
low-effort
Channel skew · short-open rate
Web link2%
Email3%
Slack8%
QR code12%
Straight-lining detection, duplicate-vector flags, low-effort open-ended answers, missingness by question, channel-level skew, and a Clean Dataset CSV export.
Surfaced tab · Phase 141
Completion & Missing Data
Where are people dropping off?
Workplace Engagement Pulse92% completion
Response QualityCompletionMore analyses
92/ 100
Completion Score
Strong
Modal drop-off at Q14 (open-ended). 8% partial responses, mostly in the last quarter of the survey.
Completion funnel
Completion Score 0-100, per-question and per-respondent missingness, completion funnel, modal drop-off question, by-group missingness, and a respondent-by-question heatmap.