Cross-Cutting Analysis
What the data tells us, together.
Behavior stacking, co-occurrence patterns, and quantitative support for the synthesized qualitative themes.
Behavior stacking — how many of the 4 behaviors do respondents endorse?
Q4 (social use) + Q6 (research) + Q8 (alt platform) + Q10 (non-romantic). Scale 0–4. No respondent scored 0.
17.8%
1 behavior
48.9%
2 behaviors
28.9%
3 behaviors
82.2% of respondents endorsed 2 or more of the 4 behaviors. The typical Gen Z dater in this sample is not a passive user — they are actively building a social and verification ecosystem around their app usage.
Co-occurrence matrix (N=45)
| Q4 — Social | Q6 — Research | Q8 — Alt Platform | Q10 — Non-Romantic |
| Q4 — Social (n=37) | 37 (82.2%) | 26 (57.8%) | 14 (31.1%) | 10 (22.2%) |
| Q6 — Research (n=29) | 26 (57.8%) | 29 (64.4%) | 10 (22.2%) | 8 (17.8%) |
| Q8 — Alt Platform (n=17) | 14 (31.1%) | 10 (22.2%) | 17 (37.8%) | 6 (13.3%) |
| Q10 — Non-Romantic (n=16) | 10 (22.2%) | 8 (17.8%) | 6 (13.3%) | 16 (35.6%) |
Diagonal = marginal (% of N=45). Off-diagonal = joint count. Q4+Q6 is the strongest pairing at 57.8%.
Connection to qualitative synthesis themes
FINDING 01
Trust is built outside the app — universally.
IDIs established that dating apps function as discovery tools, not trust systems. The quantitative data confirms: 64.4% left the app to research someone, and 82.2% engaged their social network. Both behaviors are widespread, not niche.
FINDING 02
Instagram operates as a shadow dating platform.
Instagram is the top research tool (63.3% of Q6=Yes) and the top alternative platform (52.6% of Q8=Yes). For 10 respondents, it serves both roles — verifying matches and initiating contact independently of dating apps entirely.
FINDING 03
Social input is invited, not outsourced.
IDIs found Gen Z wants control. Quantitatively: 82.2% used apps socially, but only 4.4% endorsed all 4 behaviors. High social use coexists with selective engagement — friends play a supporting role, not a leading one.
FINDING 04
Dating apps are general social infrastructure.
36.4% of respondents used a dating app for something non-romantic. Friend-finding is the leading purpose at 62.5% of non-romantic users — more than twice the sexual/hookup category. Apps are filling a social connection gap that extends well beyond dating.
62.5%
Friend-finding (top)
Statistical note: All chi-square tests returned p > 0.05 at N=45. The directional gender differences across all measures — particularly female social use (93.1% vs. 66.7% male) and non-binary non-romantic use (66.7%) — should be treated as hypotheses to confirm in a larger study. A minimum N of ~150 is recommended for adequate statistical power (α=0.05, β=0.80) to detect medium-sized effects.