i-am-sijia · May 27, 2026 · May 28, 2026 · May 28, 2026 · Jun 29, 2026 · Jul 15, 2026
diff --git a/configs/resident/annotate_persons_mtf.csv b/configs/resident/annotate_persons_mtf.csv
@@ -8,3 +8,7 @@ number of mandatory tours for each person,num_mand,"_PERSON_TOUR_COUNT('tour_cat
 number of work tours for each person,num_work_tours,"_PERSON_TOUR_COUNT('tour_type==%s' % _Q('work'), persons, tours).fillna(0)"
 presence of pre school kid with mandatory tours,has_pre_school_child_with_mandatory,"other_than(persons.household_id, (persons.ptype == 8) & (num_mand > 0))"
 presense of driving age school children with mandatory tours,has_driving_age_child_with_mandatory,"other_than(persons.household_id, (persons.ptype == 6) & (num_mand > 0))"
+Legible label of telework arrangement on the simulation day,telework_arrangement,'not working'
+Teleworking on the simulation day,telework_arrangement,"np.where((num_work_tours==0)&(persons.get('has_in_home_work_activity')), 'teleworking', telework_arrangement)"
+Commuting on the simulation day,telework_arrangement,"np.where((num_work_tours>0)&(~persons.get('has_in_home_work_activity'))&(persons.get('is_worker')), 'commuting', telework_arrangement)"
+Hybrid working on the simulation day,telework_arrangement,"np.where((num_work_tours>0)&(persons.get('has_in_home_work_activity')), 'hybrid working', telework_arrangement)"
diff --git a/configs/resident/settings.yaml b/configs/resident/settings.yaml
@@ -173,8 +173,9 @@ models:
   - transponder_ownership
   - free_parking
   - telecommute_frequency
-  - telecommute_status
   - cdap_simulate
+  - telework_arrangement
+  - telework_duration
   - mandatory_tour_frequency
   - mandatory_tour_scheduling
   - school_escorting

diff --git a/configs/resident/settings_mp.yaml b/configs/resident/settings_mp.yaml
@@ -42,8 +42,9 @@ models:
   - transponder_ownership
   - free_parking
   - telecommute_frequency
-  - telecommute_status
   - cdap_simulate
+  - telework_arrangement
+  - telework_duration
   - mandatory_tour_frequency
   - mandatory_tour_scheduling
   - school_escorting

diff --git a/configs/resident/settings_mp_sharrow.yaml b/configs/resident/settings_mp_sharrow.yaml
@@ -45,8 +45,9 @@ models:
   - transponder_ownership
   - free_parking
   - telecommute_frequency
-  - telecommute_status
   - cdap_simulate
+  - telework_arrangement
+  - telework_duration
   - mandatory_tour_frequency
   - mandatory_tour_scheduling
   - school_escorting

diff --git a/configs/resident/telework_arrangement.csv b/configs/resident/telework_arrangement.csv
@@ -0,0 +1,35 @@
+Label,Description,Expression,has_in_home_work_activity,no_in_home_work_activity
+util_acs,alternative specific constant,@1,coef_acs_has_in_home_work_activity,
+util_part_time_worker,part-time worker,ptype==2,coef_parttime_has_in_home,
+util_univ_student,university student,ptype==3,coef_univ_student_has_in_home,
+util_driving_age_student,driving age student,ptype==6,-999,
+util_has_preschool_at_home,has preschool children at home on the day,has_preschool_kid_at_home,coef_has_preschool_at_home_has_in_home,
+util_income_100_150,income 100-150k,(income_in_thousands>=100)&(income_in_thousands<150),coef_income_100_150,
+util_income_150p,income 150k plus,income_in_thousands>=150,coef_income_150p,
+util_age_above_35,age above 35,age>=35,coef_age_above_35,
+util_workplace_mc_logsum,workplace mode choice logsum,"@np.where(df.workplace_zone_id>-1, df.workplace_modechoice_logsum, 0)",coef_workplace_mc_logsum,
+#util_dummy_missing_workplace,util_dummy_missing_workplace,"@np.where((df.workplace_zone_id<=-1)&(~df.work_from_home), 1, 0)",coef_dummy_missing_workplace,
+# interaction terms,,,,
+util_telecommute_1_day_cdap_N,telecommute 1 day and cdap non-mandatory,"(telecommute_frequency==""1_day_week"") & (cdap_activity==""N"")",coef_telecommute_1_day_cdap_N,
+util_telecommute_2_3_days_cdap_N,telecommute 2-3 days and cdap non-mandatory,"((telecommute_frequency==""2_days_week"") | (telecommute_frequency==""3_days_week"")) & (cdap_activity==""N"")",coef_telecommute_2_3_4p_days_cdap_N,
+util_telecommute_4p_days_cdap_N,telecommute 4p days and cdap non-mandatory,"(telecommute_frequency==""4_days_week"") & (cdap_activity==""N"")",coef_telecommute_2_3_4p_days_cdap_N,
+util_telecommute_1_day_cdap_H,telecommute 1 day and cdap home,"(telecommute_frequency==""1_day_week"") & (cdap_activity==""H"")",coef_telecommute_1_day_cdap_H,
+util_telecommute_2_3_days_cdap_H,telecommute 2-3 days and cdap home,"((telecommute_frequency==""2_days_week"") | (telecommute_frequency==""3_days_week"")) & (cdap_activity==""H"")",coef_telecommute_2_3_days_cdap_H,
+util_telecommute_4p_days_cdap_H,telecommute 4p days and cdap home,"(telecommute_frequency==""4_days_week"") & (cdap_activity==""H"")",coef_telecommute_4p_days_cdap_H,
+util_work_from_home_cdap_N,work from home and cdap non-mandatory,"(work_from_home==True) & (cdap_activity==""N"")",coef_work_from_home_cdap_N,
+util_work_from_home_cdap_H,work from home and cdap home,"(work_from_home==True) & (cdap_activity==""H"")",coef_work_from_home_cdap_H,
+# industry,,,,
+util_industry_retail,retail industry,"@df.naics_code.isin([44,45])",coef_industry_retail,
+util_industry_construction,construction industry,@df.naics_code==23,coef_industry_construction,
+util_industry_other,srv industry_other,@df.naics_code==81,coef_industry_other,
+util_industry_healthcare,healthcare industry,@df.naics_code==62,coef_industry_healthcare,
+util_industry_education,education industry,@df.naics_code==61,coef_industry_education,
+util_industry_government,government industry,@df.naics_code==92,coef_industry_government,
+util_industry_mgmt_srv,mgmt_srv,@df.naics_code==55,coef_industry_mgmt_srv,
+util_industry_manufacturing,manufacturing,"@df.naics_code.isin([31,32,33,3000])",coef_industry_manufacturing,
+util_industry_entertainment,entertainment,@df.naics_code==71,coef_industry_entertainment,
+util_industry_accommodation,accommodation,"@df.naics_code.isin([721,722])",coef_industry_accomodation,
+util_industry_military,military,@df.naics_code==9000,coef_industry_military,
+util_cdap_N_non_mandatory_accessibility,CDAP N and Disaggregate non-mandatory accessibility at home location,"(cdap_activity==""N"")*(othdiscr_accessibility + shopping_accessibility) / 2",coef_cdap_N_non_mandatory_accessibility,
+# intrazonal,,,,
+util_intrazonal,intrazonal,home_zone_id==workplace_zone_id,coef_intrazonal,
diff --git a/configs/resident/telework_arrangement.yaml b/configs/resident/telework_arrangement.yaml
@@ -0,0 +1,6 @@
+SPEC: telework_arrangement.csv
+COEFFICIENTS: telework_arrangement_coeffs.csv
+
+LOGIT_TYPE: MNL
+
+HAS_IN_HOME_WORK_ACTIVITY_ALT: 0
diff --git a/configs/resident/telework_arrangement_coeffs.csv b/configs/resident/telework_arrangement_coeffs.csv
@@ -0,0 +1,30 @@
+coefficient_name,value,constrain
+coef_acs_has_in_home_work_activity,-1.39,F
+coef_age_above_35,-0.206,F
+coef_cdap_N_non_mandatory_accessibility,0.0584,F
+coef_dummy_missing_workplace,0.433,F
+coef_has_preschool_at_home_has_in_home,0.341,F
+coef_income_100_150,0.128,F
+coef_income_150p,0.222,F
+coef_industry_accomodation,-0.798,F
+coef_industry_construction,-0.851,F
+coef_industry_education,-0.541,F
+coef_industry_entertainment,-1.09,F
+coef_industry_government,-0.517,F
+coef_industry_healthcare,-0.466,F
+coef_industry_manufacturing,-0.415,F
+coef_industry_mgmt_srv,-0.594,F
+coef_industry_military,-0.645,F
+coef_industry_other,-0.986,F
+coef_industry_retail,-0.746,F
+coef_intrazonal,0.586,F
+coef_parttime_has_in_home,-0.631,F
+coef_telecommute_1_day_cdap_H,1.43,F
+coef_telecommute_1_day_cdap_N,0.397,F
+coef_telecommute_2_3_4p_days_cdap_N,1.81,F
+coef_telecommute_2_3_days_cdap_H,2.27,F
+coef_telecommute_4p_days_cdap_H,2.54,F
+coef_univ_student_has_in_home,-0.737,F
+coef_work_from_home_cdap_H,2.81,F
+coef_work_from_home_cdap_N,2.59,F
+coef_workplace_mc_logsum,-0.0349,F
diff --git a/configs/resident/telework_duration.csv b/configs/resident/telework_duration.csv
@@ -0,0 +1,10 @@
+Label,Description,Expression,3-5 hours,5-7 hours,7-9 hours,9+ hours
+util_asc,alternative specific constant,@1,coef_acs_3_5,coef_acs_5_7,,coef_asc_9_plus
+util_part_time,part-time worker,@df.ptype==2,coef_part_time_3_5,coef_part_time_5_7,,coef_part_time_9_plus
+util_university_student,university student,@df.ptype==3,coef_university_student_3_5,coef_university_student_5_7,,
+util_work_from_home,work from home,work_from_home,,,,coef_work_from_home_9_plus
+util_hybrid,hybrid worker,(cdap_activity=='M')&(ptype<3),,,coef_hybrid_7_plus,coef_hybrid_7_plus
+util_income_150_plus,income 150k+,(income_in_thousands>=150),coef_income_150_plus_3_7,coef_income_150_plus_3_7,,
+util_workplace_mc_logsum,workplace mode choice logsum,"@np.where(df.workplace_zone_id > -1, df.workplace_modechoice_logsum, 0)",coef_workplace_mc_logsum_3_7,coef_workplace_mc_logsum_3_7,,
+#util_dummy_missing_workplace,util_dummy_missing_workplace,"@np.where((df.workplace_zone_id<=-1)&(~df.work_from_home), 1, 0)",coef_dummy_missing_workplace_3_5,coef_dummy_missing_workplace_5_7,,
+util_intrazonal,intrazonal,home_zone_id==workplace_zone_id,coef_intrazonal_3_5,,,
diff --git a/configs/resident/telework_duration.yaml b/configs/resident/telework_duration.yaml
@@ -0,0 +1,24 @@
+# CHOICE_MODEL: PROBABILISTIC
+CHOICE_MODEL: MNL
+
+# Worker filters: apply only to workers with in-home work activity.
+CHOOSER_FILTER_COLUMN_NAME: has_in_home_work_activity
+
+# Output columns on persons table.
+DURATION_CATEGORY_COLUMN_NAME: telework_duration_category
+DURATION_HOURS_COLUMN_NAME: telework_duration_hours
+
+# Shared alternatives for both model types.
+ALTS: telework_duration_alts.csv
+ALT_NAME_COLUMN: alt
+ALT_DURATION_COLUMN: duration_hours
+
+# Probabilistic configuration.
+PROBS_SPEC: telework_duration_probs.csv
+PROBS_JOIN_COLS: 
+  - ptype
+
+# MNL configuration (used when CHOICE_MODEL: MNL).
+SPEC: telework_duration.csv
+COEFFICIENTS: telework_duration_coeffs.csv
+LOGIT_TYPE: MNL
diff --git a/configs/resident/telework_duration_alts.csv b/configs/resident/telework_duration_alts.csv
@@ -0,0 +1,5 @@
+alt,duration_hours
+3-5 hours,4
+5-7 hours,6
+7-9 hours,8
+9+ hours,10
diff --git a/configs/resident/telework_duration_coeffs.csv b/configs/resident/telework_duration_coeffs.csv
@@ -0,0 +1,16 @@
+coefficient_name,value,constrain
+coef_acs_3_5,-1.71,F
+coef_acs_5_7,-1.80,F
+coef_asc_9_plus,-1.53,F
+coef_dummy_missing_workplace_3_5,1.7,F
+coef_dummy_missing_workplace_5_7,1.28,F
+coef_hybrid_7_plus,-6.70,F
+coef_income_150_plus_3_7,-0.194,F
+coef_intrazonal_3_5,0.495,F
+coef_part_time_3_5,2,F
+coef_part_time_5_7,1.85,F
+coef_part_time_9_plus,-1.64,F
+coef_university_student_3_5,2.16,F
+coef_university_student_5_7,1.85,F
+coef_work_from_home_9_plus,-0.264,F
+coef_workplace_mc_logsum_3_7,0.0624,F
diff --git a/configs/resident/telework_duration_probs.csv b/configs/resident/telework_duration_probs.csv
@@ -0,0 +1,4 @@
+ptype,3-5 hours,5-7 hours,7-9 hours,9+ hours
+1,0.14,0.13,0.62,0.11
+2,0.45,0.33,0.22,0
+3,0.73,0.11,0.03,0.13
diff --git a/test/test_sandag_abm3.py b/test/test_sandag_abm3.py
@@ -71,8 +71,9 @@ def regress(out_dir: Path, regress_dir: Path = None, filename="final_trips.csv")
     "transponder_ownership",
     "free_parking",
     "telecommute_frequency",
-    "telecommute_status",
     "cdap_simulate",
+    "telework_arrangement",
+    "telework_duration",
     "mandatory_tour_frequency",
     "mandatory_tour_scheduling",
     "school_escorting",