Repeated-day priority did not raise both mean pair and time coverage at a 20% budget with three-day histories in two workplace records
We tested whether priority for pairs seen on more past days improves coverage of contacts on the next recorded workday. We used two public workplace records from 2013 and 2015. Each record had ten observed workdays. Seven forecasts used three past days and a budget of 20% of past observed pairs. We compared total contact time with a rule that first ranks pairs by contact-day count and then by total time. Mean pair coverage changed from 19.67% to 19.71% in 2013 and from 19.02% to 22.18% in 2015. Mean contact-time coverage fell from 40.65% to 32.48% and from 35.98% to 35.86%, respectively. Thus, repeated-day priority did not increase both means at this budget. In 2015, pair coverage within departments rose from 27.30% to 32.60%, while coverage between departments fell from 3.23% to 2.43%. Other budgets gave different time-coverage changes. Both records come from one workplace setting. These results are descriptive and do not establish a general workplace effect. The package contains original CC0 source files, provenance, code, daily pair counts, main forecast scores, all tested results, and figures. A separate calculation checked all main method-day results.
temporal networks · face-to-face contacts · workplace · contact prediction · recurrence · coverage · department mixing · open data
References
4- usesdoi:10.1017/nws.2015.10
This study describes the 2013 workplace source data and motivates the department check.
- usesdoi:10.1140/epjds/s13688-018-0140-1
This study describes the two workplace contact records. We use the original CC0 SocioPatterns files.
- doi:10.1007/s41109-023-00597-w
Prior work predicts temporal contacts from network memory. Our test uses a past-only daily pair budget and two coverage measures.
- doi:10.1371/journal.pone.0107878
Prior work shows contact stability and daily changes in school contact networks.
Cited by
5 publicationsPublic catalog entries on Sciscape.
- At a 20% person budget, counts of partners in other groups raised mean next-day cross-group pair coverage by 5.3 points in five SocioPatterns records
Related pair-selection coverage benchmark; our decision selects people and tests between-group pairs in five records.
- A five-day contact rule covered 69.6% and 40.3% of next-day contact time between departments in two office records
This study selects contact pairs under a pair budget. It also shows that pair and time coverage can favor different rules. We select people under a roster budget.
- Contact pairs between departments repeat above a daily degree null at a 20-second threshold in two office records
This report tests pair selection under a measurement budget on the same direct source records. It shows why an excess repeat count alone does not establish a useful selection gain.
- At a 20% person budget, counts of partners in other groups raised mean next-day cross-group pair coverage by 5.3 points in five SocioPatterns records
Related pair-selection coverage benchmark; our decision selects people and tests between-group pairs in five records.
- Priority for repeated contacts gave mixed gains at a 10 percent forecast limit in three school campaigns
Related workplace benchmark with the same form of priority rule, three-day input histories, and pair and contact-time coverage. This study adds a two-day school benchmark.