Figure 3: Completion By Ethnicity and Reporting Year
Completion By Age Group and Reporting Year
Code
By_Age <-tribble(~'Completion_Year', ~'Age Group', ~'n' ,1996 ,"15 to 24" ,0 ,1997 ,"15 to 24" ,12 ,1998 ,"15 to 24" ,9 ,1999 ,"15 to 24" ,12 ,2000 ,"15 to 24" ,12 ,2001 ,"15 to 24" ,45 ,2002 ,"15 to 24" ,39 ,2003 ,"15 to 24" ,96 ,2004 ,"15 to 24" ,96 ,2005 ,"15 to 24" ,138 ,2006 ,"15 to 24" ,48 ,2007 ,"15 to 24" ,102 ,2008 ,"15 to 24" ,141 ,2009 ,"15 to 24" ,216 ,2010 ,"15 to 24" ,243 ,2011 ,"15 to 24" ,480 ,2012 ,"15 to 24" ,492 ,2013 ,"15 to 24" ,750 ,2014 ,"15 to 24" ,828 ,2015 ,"15 to 24" ,564 ,2016 ,"15 to 24" ,762 ,2017 ,"15 to 24" ,834 ,2018 ,"15 to 24" ,948 ,2019 ,"15 to 24" ,702 ,2020 ,"15 to 24" ,495 ,2021 ,"15 to 24" ,627 ,2022 ,"15 to 24" ,441 ,1996 ,"25 to 34" ,9 ,1997 ,"25 to 34" ,18 ,1998 ,"25 to 34" ,21 ,1999 ,"25 to 34" ,30 ,2000 ,"25 to 34" ,15 ,2001 ,"25 to 34" ,111 ,2002 ,"25 to 34" ,57 ,2003 ,"25 to 34" ,183 ,2004 ,"25 to 34" ,192 ,2005 ,"25 to 34" ,210 ,2006 ,"25 to 34" ,75 ,2007 ,"25 to 34" ,168 ,2008 ,"25 to 34" ,213 ,2009 ,"25 to 34" ,333 ,2010 ,"25 to 34" ,318 ,2011 ,"25 to 34" ,594 ,2012 ,"25 to 34" ,549 ,2013 ,"25 to 34" ,813 ,2014 ,"25 to 34" ,1008 ,2015 ,"25 to 34" ,750 ,2016 ,"25 to 34" ,864 ,2017 ,"25 to 34" ,990 ,2018 ,"25 to 34" ,987 ,2019 ,"25 to 34" ,792 ,2020 ,"25 to 34" ,576 ,2021 ,"25 to 34" ,645 ,2022 ,"25 to 34" ,477 ,1996 ,"35 to 44" ,12 ,1997 ,"35 to 44" ,30 ,1998 ,"35 to 44" ,27 ,1999 ,"35 to 44" ,33 ,2000 ,"35 to 44" ,24 ,2001 ,"35 to 44" ,126 ,2002 ,"35 to 44" ,69 ,2003 ,"35 to 44" ,255 ,2004 ,"35 to 44" ,246 ,2005 ,"35 to 44" ,270 ,2006 ,"35 to 44" ,108 ,2007 ,"35 to 44" ,210 ,2008 ,"35 to 44" ,255 ,2009 ,"35 to 44" ,390 ,2010 ,"35 to 44" ,318 ,2011 ,"35 to 44" ,519 ,2012 ,"35 to 44" ,468 ,2013 ,"35 to 44" ,735 ,2014 ,"35 to 44" ,942 ,2015 ,"35 to 44" ,777 ,2016 ,"35 to 44" ,825 ,2017 ,"35 to 44" ,951 ,2018 ,"35 to 44" ,987 ,2019 ,"35 to 44" ,834 ,2020 ,"35 to 44" ,576 ,2021 ,"35 to 44" ,603 ,2022 ,"35 to 44" ,450 ,1996 ,"45 to 54" ,9 ,1997 ,"45 to 54" ,24 ,1998 ,"45 to 54" ,30 ,1999 ,"45 to 54" ,24 ,2000 ,"45 to 54" ,21 ,2001 ,"45 to 54" ,108 ,2002 ,"45 to 54" ,48 ,2003 ,"45 to 54" ,225 ,2004 ,"45 to 54" ,225 ,2005 ,"45 to 54" ,222 ,2006 ,"45 to 54" ,108 ,2007 ,"45 to 54" ,186 ,2008 ,"45 to 54" ,246 ,2009 ,"45 to 54" ,384 ,2010 ,"45 to 54" ,240 ,2011 ,"45 to 54" ,393 ,2012 ,"45 to 54" ,372 ,2013 ,"45 to 54" ,600 ,2014 ,"45 to 54" ,747 ,2015 ,"45 to 54" ,669 ,2016 ,"45 to 54" ,693 ,2017 ,"45 to 54" ,711 ,2018 ,"45 to 54" ,777 ,2019 ,"45 to 54" ,708 ,2020 ,"45 to 54" ,474 ,2021 ,"45 to 54" ,480 ,2022 ,"45 to 54" ,351 ,1996 ,"55 to 64" ,0 ,1997 ,"55 to 64" ,12 ,1998 ,"55 to 64" ,18 ,1999 ,"55 to 64" ,12 ,2000 ,"55 to 64" ,18 ,2001 ,"55 to 64" ,39 ,2002 ,"55 to 64" ,36 ,2003 ,"55 to 64" ,171 ,2004 ,"55 to 64" ,162 ,2005 ,"55 to 64" ,144 ,2006 ,"55 to 64" ,90 ,2007 ,"55 to 64" ,141 ,2008 ,"55 to 64" ,177 ,2009 ,"55 to 64" ,270 ,2010 ,"55 to 64" ,162 ,2011 ,"55 to 64" ,210 ,2012 ,"55 to 64" ,246 ,2013 ,"55 to 64" ,387 ,2014 ,"55 to 64" ,438 ,2015 ,"55 to 64" ,408 ,2016 ,"55 to 64" ,411 ,2017 ,"55 to 64" ,423 ,2018 ,"55 to 64" ,492 ,2019 ,"55 to 64" ,447 ,2020 ,"55 to 64" ,282 ,2021 ,"55 to 64" ,273 ,2022 ,"55 to 64" ,183 ,1997 ,"65+" ,0 ,1998 ,"65+" ,9 ,1999 ,"65+" ,0 ,2000 ,"65+" ,12 ,2001 ,"65+" ,0 ,2002 ,"65+" ,12 ,2003 ,"65+" ,90 ,2004 ,"65+" ,81 ,2005 ,"65+" ,63 ,2006 ,"65+" ,48 ,2007 ,"65+" ,81 ,2008 ,"65+" ,87 ,2009 ,"65+" ,135 ,2010 ,"65+" ,78 ,2011 ,"65+" ,105 ,2012 ,"65+" ,105 ,2013 ,"65+" ,156 ,2014 ,"65+" ,162 ,2015 ,"65+" ,159 ,2016 ,"65+" ,147 ,2017 ,"65+" ,159 ,2018 ,"65+" ,180 ,2019 ,"65+" ,195 ,2020 ,"65+" ,99 ,2021 ,"65+" ,99 ,2022 ,"65+" ,57)By_Age_Wrangled <- By_Age %>%group_by(Completion_Year) %>%mutate(Total_Completion =sum(n)) %>%mutate(Percentage = n / Total_Completion) By_Age_Wrangled %>%group_by(`Age Group`) %>%summarise(Average_Percentage=mean(Percentage))
# A tibble: 6 × 2
`Age Group` Average_Percentage
<chr> <dbl>
1 15 to 24 0.153
2 25 to 34 0.220
3 35 to 44 0.246
4 45 to 54 0.206
5 55 to 64 0.124
6 65+ 0.0531
Code
By_Age_Wrangled %>%ggplot(aes(x=Completion_Year))+geom_col(aes(y=n,fill=`Age Group`))+geom_line(data=subset(By_Age_Wrangled, `Age Group`%in%c('25 to 34','35 to 44')),aes(y=Percentage*10000,group=`Age Group`,color=`Age Group`))+geom_point(data=subset(By_Age_Wrangled,`Age Group`%in%c('25 to 34','35 to 44')),aes(y=Percentage*10000,group=`Age Group`,color=`Age Group`))+scale_fill_brewer(type ="qual", palette ="Set2")+scale_color_brewer(type ="qual", palette ="Set1")+scale_y_continuous(name ="Total Completion", sec.axis =sec_axis(trans =~./100, name ="(%)", labels = scales::percent_format(scale =1))) +theme_minimal(base_size =12, base_family ='Source Sans Pro')+theme(legend.position ="top")+labs(x=element_blank(),y=element_blank(),title="35 to 44 used to be the predominent age group for taking relevant \nprogrammes.However, 25 to 34 surpassed other groups to become \nmain age groups to study relevant programmes",subtitle ="1995 - 2022",fill ="Legend",caption ="Datasource: Statistic New Zealand Integrated Data Infrastructure")+labs(color ="Line Legend", fill ="Column Legend")
Figure 4: Completion By Age Group and Reporting Year
Completion By Qualification Level and Reporting Year
Figure 5: Completion By Qual Level and Reporting Year
Completion By Related NZSCED
Code
tribble(~"NZSCED", ~"NZSCED_Name", ~"n" ,"090314" ,"Tikanga - Maori Customs" ,522 ,"091502" ,"Te Reo Maori" ,0 ,"091703" ,"Religous Studies" ,0 ,"100106" ,"Ngā Mahi a Rēhia (Māori Performing Arts)" ,2301 ,"100301" ,"Fine Arts" ,171 ,"100306" ,"Mana Whakairo (Māori Carving)" ,4524 ,"100399" ,"Visual Arts and Crafts not elsewhere classified" ,327 ,"100501" ,"Graphic Arts and Design Studies" ,261 ,"100506" ,"Ngā Mahi a te Whare Pora (Māori Weaving)" ,0 ,"109999" ,"Creative Arts not elsewhere classified" ,10728 ) %>%mutate(Total_Completion =sum(n)) %>%mutate(Percent = n/Total_Completion) %>%select(-Total_Completion) %>%ggplot(aes(area=Percent,fill=NZSCED_Name))+geom_treemap()+geom_treemap_text(aes(label=paste(NZSCED_Name,scales::percent(round(Percent,4)),sep="\n")))+scale_fill_brewer(type="qual",palette ="Set3")+theme_minimal(base_size =8,base_family ='Source Sans Pro')+labs(x=element_blank(),y=element_blank(),title="57% of Completions came from programmes sits under \nCreative Arts not elsewhere classified",subtitle ="By Nga Toi o Peka",caption ="Data source: O*NET",fill ="Legend")+theme(legend.position ="bottom")
tribble(~'Industry', ~'n','Accommodation' ,27,'Accounting Services' ,0,'Adult, Community and Other Education n.e.c.' ,36,'Advertising Services' ,0,'Aged Care Residential Services' ,24,'Air and Space Transport' ,0,'Air Conditioning and Heating Services' ,0,'Aircraft Manufacturing and Repair Services' ,0,'Airport Operations and Other Air Transport Support Services' ,0,'Aluminium Rolling, Drawing, Extruding' ,0,'Aluminium Smelting' ,0,'Ambulance Services' ,0,'Amusement and Other Recreation Activities n.e.c.' ,0,'Amusement Parks and Centres Operation' ,0,'Antique and Used Goods Retailing' ,0,'Apple and Pear Growing' ,15,'Architectural Aluminium Product Manufacturing' ,0,'Architectural Services' ,0,'Arts Education' ,0,'Auxiliary Insurance Services' ,0,'Bakery Product Manufacturing (Non-factory based)' ,0,'Banking' ,9,'Beef Cattle Farming (Specialised)' ,0,'Beekeeping' ,0,'Berry Fruit Growing' ,0,'Biscuit Manufacturing (Factory based)' ,0,'Boiler, Tank and Other Heavy Gauge Metal Container Manufacturing' ,0,'Book and Magazine Wholesaling' ,0,'Bricklaying Services' ,0,'Brothel Keeping and Prostitution Services' ,0,'Building and Other Industrial Cleaning Services' ,36,'Building Pest Control Services' ,0,'Business and Professional Association Services' ,0,'Cafes and Restaurants' ,39,'Cake and Pastry Manufacturing (Factory based)' ,0,'Call Centre Operation' ,0,'Car Wholesaling' ,0,'Casino Operation' ,0,'Catering Services' ,9,'Central Banking' ,0,'Central Government Administration' ,96,'Cereal Grain Wholesaling' ,0,'Cheese and Other Dairy Product Manufacturing' ,0,'Child Care Services' ,42,'Chiropractic and Osteopathic Services' ,0,'Citrus Fruit Growing' ,0,'Clothing and Footwear Wholesaling' ,0,'Clothing Manufacturing' ,0,'Clothing Retailing' ,9,'Clubs (Hospitality)' ,6,'Combined Primary and Secondary Education' ,27,'Commission-Based Wholesaling' ,0,'Computer System Design and Related Services' ,6,'Concrete Product Manufacturing' ,0,'Concreting Services' ,0,'Confectionery Manufacturing' ,0,'Corporate Head Office Management Services' ,75,'Correctional and Detention Services' ,48,'Corrugated Paperboard and Paperboard Container Manufacturing' ,0,'Courier Pick-up and Delivery Services' ,0,'Creative Artists, Musicians, Writers and Performers' ,9,'Cured Meat and Smallgoods Manufacturing' ,0,'Customs Agency Services' ,0,'Cut and Sewn Textile Product Manufacturing' ,0,'Dairy Cattle Farming' ,15,'Dairy Produce Wholesaling' ,0,'Defence' ,6,'Dental Services' ,6,'Department Stores' ,9,'Document Preparation Services' ,0,'Domestic Appliance Repair and Maintenance' ,0,'Educational Support Services' ,0,'Electrical Services' ,6,'Electrical, Electronic and Gas Appliance Retailing' ,0,'Electricity Distribution' ,0,'Electricity Transmission' ,0,'Electronic Information Storage Services' ,0,'Employment Placement and Recruitment Services' ,12,'Engineering Design and Engineering Consulting Services' ,0,'Financial Asset Investing' ,6,'Fire and Security Alarm Installation Services' ,0,'Fire Protection and Other Emergency Services' ,0,'Floor Coverings Retailing' ,0,'Footwear Retailing' ,0,'Forestry' ,0,'Forestry Support Services' ,0,'Fossil Fuel Electricity Generation' ,0,'Free-to-Air Television Broadcasting' ,0,'Freight Forwarding Services' ,0,'Fresh Meat, Fish and Poultry Retailing' ,0,'Fruit and Vegetable Processing' ,6,'Fruit and Vegetable Retailing' ,0,'Fruit and Vegetable Wholesaling' ,0,'Fuel Retailing' ,12,'Furniture Retailing' ,0,'Garden Supplies Retailing' ,0,'Gardening Services' ,12,'General Insurance' ,0,'General Line Grocery Wholesaling' ,6,'General Practice Medical Services' ,9,'Grape Growing' ,0,'Hairdressing and Beauty Services' ,9,'Hardware and Building Supplies Retailing' ,9,'Health and Fitness Centres and Gymnasia Operation' ,0,'Health Insurance' ,0,'Heavy Machinery and Scaffolding Rental and Hiring' ,0,'Higher Education' ,105,'Horse Farming' ,0,'Hospitals (Except Psychiatric Hospitals)' ,51,'House Construction' ,15,'Industrial and Agricultural Chemical Product Wholesaling' ,0,'Interurban and Rural Bus Transport' ,0,'Investigation and Security Services' ,12,'Iron and Steel Casting' ,0,'Iron Smelting and Steel Manufacturing' ,0,'Jewellery and Silverware Manufacturing' ,0,'Justice' ,9,'Kiwifruit Growing' ,6,'Labour Association Services' ,0,'Labour Supply Services' ,27,'Land Development and Subdivision' ,0,'Landscape Construction Services' ,6,'Laundry and Dry-Cleaning Services' ,0,'Legal Services' ,12,'Libraries and Archives' ,0,'Liquor and Tobacco Product Wholesaling' ,0,'Liquor Retailing' ,0,'Local Government Administration' ,33,'Log Sawmilling' ,9,'Logging' ,0,'Management Advice and Related Consulting Services' ,24,'Manchester and Other Textile Goods Retailing' ,0,'Marine Equipment Retailing' ,0,'Market Research and Statistical Services' ,0,'Meat Processing' ,36,'Medical and Surgical Equipment Manufacturing' ,0,'Metal and Mineral Wholesaling' ,0,'Metal Coating and Finishing' ,0,'Milk and Cream Processing' ,0,'Motion Picture and Video Production' ,0,'Motor Cycle Retailing' ,0,'Motor Vehicle Body and Trailer Manufacturing' ,0,'Motor Vehicle New Parts Wholesaling' ,0,'Museum Operation' ,15,'Natural Textile Manufacturing' ,0,'Nature Reserves and Conservation Parks Operation' ,0,'Newspaper and Book Retailing' ,0,'Newspaper Publishing' ,0,'Non-Depository Financing' ,0,'Non-Financial Intangible Assets (Except Copyrights) Leasing' ,0,'Non-Residential Building Construction' ,6,'Non-Residential Property Operators' ,0,'Non-Store Retailing' ,0,'Nursery Production (Outdoors)' ,0,'Nursery Production (Under Cover)' ,0,'Office Administrative Services' ,18,'Oil and Fat Manufacturing' ,0,'Oil and Gas Extraction' ,0,'Optometry and Optical Dispensing' ,0,'Other Administrative Services n.e.c.' ,12,'Other Agricultural Product Wholesaling' ,0,'Other Agriculture and Fishing Support Services' ,12,'Other Allied Health Services' ,108,'Other Automotive Repair and Maintenance' ,9,'Other Auxiliary Finance and Investment Services' ,0,'Other Building Installation Services' ,0,'Other Ceramic Product Manufacturing' ,0,'Other Construction Material Mining' ,0,'Other Construction Services n.e.c.' ,12,'Other Crop Growing n.e.c.' ,0,'Other Electrical Equipment Manufacturing' ,0,'Other Fabricated Metal Product Manufacturing n.e.c.' ,0,'Other Food Product Manufacturing n.e.c.' ,0,'Other Fruit and Tree Nut Growing' ,0,'Other Gambling Activities' ,0,'Other Goods and Equipment Rental and Hiring n.e.c.' ,0,'Other Goods Wholesaling n.e.c.' ,0,'Other Grocery Wholesaling' ,0,'Other Hardware Goods Wholesaling' ,0,'Other Health Care Services n.e.c.' ,27,'Other Heavy and Civil Engineering Construction' ,9,'Other Interest Group Services n.e.c.' ,48,'Other Livestock Farming n.e.c.' ,0,'Other Machinery and Equipment Manufacturing n.e.c.' ,6,'Other Manufacturing n.e.c.' ,0,'Other Motor Vehicle and Transport Equipment Rental and Hiring' ,0,'Other Motor Vehicle Parts Manufacturing' ,0,'Other Personal Accessory Retailing' ,0,'Other Personal Services n.e.c.' ,0,'Other Polymer Product Manufacturing' ,0,'Other Professional, Scientific and Technical Services n.e.c.' ,0,'Other Public Order and Safety Services' ,0,'Other Repair and Maintenance n.e.c.' ,0,'Other Residential Building Construction' ,0,'Other Residential Care Services' ,21,'Other Social Assistance Services' ,60,'Other Specialised Design Services' ,0,'Other Specialised Food Retailing' ,0,'Other Specialised Industrial Machinery and Equipment Wholesaling' ,0,'Other Store-Based Retailing n.e.c.' ,21,'Other Transport Support Services n.e.c.' ,0,'Other Warehousing and Storage Services' ,0,'Other Wood Product Manufacturing n.e.c.' ,0,'Packaging Services' ,18,'Paint and Coatings Manufacturing' ,0,'Painting and Decorating Services' ,6,'Parking Services' ,0,'Passenger Car Rental and Hiring' ,0,'Pathology and Diagnostic Imaging Services' ,0,'Performing Arts Operation' ,0,'Performing Arts Venue Operation' ,0,'Petroleum Product Wholesaling' ,0,'Pharmaceutical and Toiletry Goods Wholesaling' ,0,'Pharmaceutical, Cosmetic and Toiletry Goods Retailing' ,0,'Physiotherapy Services' ,0,'Plastering and Ceiling Services' ,0,'Plumbing Services' ,0,'Police Services' ,0,'Polymer Film and Sheet Packaging Material Manufacturing' ,0,'Port and Water Transport Terminal Operations' ,0,'Postal Services' ,6,'Post-production Services and Other Motion Picture and Video Activities' ,0,'Poultry Farming (Eggs)' ,0,'Poultry Farming (Meat)' ,0,'Poultry Processing' ,0,'Preschool Education' ,147,'Primary Education' ,150,'Printing' ,0,'Psychiatric Hospitals' ,0,'Pubs, Taverns and Bars' ,6,'Pulp, Paper and Paperboard Manufacturing' ,6,'Radio Broadcasting' ,0,'Rail Freight Transport' ,0,'Rail Passenger Transport' ,0,'Real Estate Services' ,9,'Reconstituted Wood Product Manufacturing' ,0,'Regulatory Services' ,0,'Religious Services' ,0,'Rigid and Semi-Rigid Polymer Product Manufacturing' ,0,'Road and Bridge Construction' ,9,'Road Freight Transport' ,21,'Roofing Services' ,0,'Scientific Research Services' ,0,'Scientific Testing and Analysis Services' ,0,'Seafood Processing' ,6,'Secondary Education' ,90,'Sewerage and Drainage Services' ,0,'Shearing Services' ,9,'Sheep Farming (Specialised)' ,0,'Sheep-Beef Cattle Farming' ,6,'Site Preparation Services' ,6,'Special School Education' ,0,'Specialist Medical Services' ,0,'Sport and Camping Equipment Retailing' ,0,'Sports and Physical Recreation Administrative Service' ,0,'Sports and Physical Recreation Clubs and Sports Professionals' ,0,'Sports and Physical Recreation Instruction' ,0,'Sports and Physical Recreation Venues, Grounds and Facilities Operation' ,9,'Stevedoring Services' ,0,'Structural Steel Erection Services' ,0,'Structural Steel Fabricating' ,0,'Supermarket and Grocery Stores' ,33,'Surveying and Mapping Services' ,0,'Takeaway Food Services' ,18,'Taxi and Other Road Transport' ,0,'Technical and Vocational Education and Training' ,27,'Tiling and Carpeting Services' ,0,'Timber Resawing and Dressing' ,0,'Timber Wholesaling' ,0,'Toy and Sporting Goods Wholesaling' ,0,'Toy, Sporting and Recreational Product Manufacturing' ,0,'Travel Agency and Tour Arrangement Services' ,12,'Tyre Retailing' ,0,'Urban Bus Transport (Including Tramway)' ,6,'Vegetable Growing (Outdoors)' ,0,'Veneer and Plywood Manufacturing' ,0,'Veterinary Services' ,0,'Waste Remediation and Materials Recovery Services' ,0,'Waste Treatment and Disposal Services' ,0,'Watch and Jewellery Retailing' ,0,'Wired Telecommunications Network Operation' ,0,'Wooden Furniture and Upholstered Seat Manufacturing' ,0,'Wooden Structural Fitting and Component Manufacturing' ,0,'Zoological and Botanical Gardens Operation' ,0) %>%mutate(Total_Number=sum(n)) %>%mutate(Percent = n/Total_Number) %>%select(-Total_Number) %>%ggplot(aes(area=Percent,fill=Industry))+geom_treemap()+geom_treemap_text(aes(label=paste(Industry,scales::percent(round(Percent,4)),sep="\n")))+ tidyquant::scale_fill_tq()+theme_minimal(base_size =8,base_family ='Source Sans Pro')+labs(x=element_blank(),y=element_blank(),title="From the industry perspective, it is evident that professionals \nfrom education industry were more likely to \ntake relevant programmes as an upskilling opportunity",subtitle ="By Industry",caption ="Data source: CENSUS 2018",fill ="Legend")+theme(legend.position ="none")
Figure 9: Proportion of Confirmed Individuals by Industry
Code
tribble(~"Income_Band", ~"n" ,"$1-$5,000" ,114 ,"$10,001-$15,000" ,156 ,"$100,001-$150,000" ,36 ,"$15,001-$20,000" ,201 ,"$150,001 or More" ,15 ,"$20,001-$25,000" ,189 ,"$25,001-$30,000" ,186 ,"$30,001-$35,000" ,150 ,"$35,001-$40,000" ,183 ,"$40,001-$50,000" ,312 ,"$5,001-$10,000" ,108 ,"$50,001-$60,000" ,273 ,"$60,001-$70,000" ,189 ,"$70,001-$100,000" ,267 ,"Loss" ,6 ,"Zero income" ,15) %>%mutate(Income_Band =factor(Income_Band, levels =c("$150,001 or More","$100,001-$150,000","$70,001-$100,000","$60,001-$70,000","$50,001-$60,000","$40,001-$50,000","$35,001-$40,000","$30,001-$35,000","$25,001-$30,000","$20,001-$25,000","$15,001-$20,000","$10,001-$15,000","$5,001-$10,000","$1-$5,000","Zero income","Loss"))) %>%mutate(Total_Count =sum(n)) %>%mutate(Percent = n/Total_Count) %>%ggplot(aes(area=Percent,fill=Income_Band))+geom_treemap()+geom_treemap_text(aes(label=paste(Income_Band,scales::percent(round(Percent,4)),sep="\n")))+ tidyquant::scale_fill_tq()+theme_minimal(base_size =8,base_family ='Source Sans Pro')+labs(x=element_blank(),y=element_blank(),title="A significant proportion of graduates come from low-income backgrounds",subtitle ="By Income Band",caption ="Data source: CENSUS 2018",fill ="Legend")+theme(legend.position ="right")
Figure 10: Proportion of Confirmed Individuals by Industry
Proportion of Confirmed Individuals by Job Status
Code
tribble(~"JobStatus", ~"n" ,"Employed" ,2406 ,"Not Employed" ,1518 ,"Not Stated" ,36) %>%mutate(Total_Count=sum(n)) %>%mutate(Percent = n/Total_Count) %>%ggplot(aes(area=Percent,fill=JobStatus))+geom_treemap()+geom_treemap_text(aes(label=paste(JobStatus,scales::percent(round(Percent,4)),sep="\n")))+ tidyquant::scale_fill_tq()+theme_minimal(base_size =8,base_family ='Source Sans Pro')+labs(x=element_blank(),y=element_blank(),title="A significant proportion of graduates were not employed in CENSUS 2018",subtitle ="By Job Status",caption ="Data source: CENSUS 2018",fill ="Legend")+theme(legend.position ="top")
Figure 11: Proportion of Confirmed Individuals by Job Status
Proportion of UpSkilling Graduates by NZSCED
Code
tribble(~'Enrol_Year', ~'NZSCED_Name', ~'n',2017 ,'Employment Skills Programmes not elsewhere classified' ,12,2017 ,'Graphic Arts and Design Studies' ,0,2017 ,'General Education Programmes not elsewhere classified' ,12,2018 ,'Hospitality' ,0,2016 ,'Performing Arts not elsewhere classified' ,0,2017 ,'Social Skills Programmes not elsewhere classified' ,42,2017 ,'Learning Skills Programmes' ,15,2018 ,'Hairdressing' ,0,2017 ,'Audio Visual Studies' ,0,2018 ,'Literacy and Numeracy Programmes' ,0,2018 ,'Creative Arts not elsewhere classified' ,42,2018 ,'Social Skills Programmes not elsewhere classified' ,45,2018 ,'Journalism, Communication and Media Studies' ,0,2017 ,'Mixed Field Programmes not elsewhere classified' ,0,2018 ,'Job Search Skills Programmes' ,0,2016 ,'Mana Whakairo (Māori Carving)' ,0,2017 ,'Creative Arts not elsewhere classified' ,90,2018 ,'Career Development Programmes' ,0,2018 ,'Beauty Therapy' ,0,2017 ,'Visual Arts and Crafts not elsewhere classified' ,0,2016 ,'Learning Skills Programmes' ,9,2018 ,'Employment Skills Programmes not elsewhere classified' ,12,2016 ,'Life Skills' ,0,2016 ,'General Primary and Secondary Education' ,0,2017 ,'Fine Arts' ,48,2016 ,'Beauty Therapy' ,0,2018 ,'Performing Arts not elsewhere classified' ,0,2017 ,'Mana Whakairo (Māori Carving)' ,0,2016 ,'Fine Arts' ,60,2016 ,'Social Skills Programmes not elsewhere classified' ,21,2018 ,'Food and Beverage Service' ,0,2016 ,'Fashion Design' ,0,2018 ,'Graphic Arts and Design Studies' ,21,2016 ,'Cookery' ,0,2018 ,'Social and Interpersonal Skills Programmes' ,0,2016 ,'Ngā Mahi a Rēhia (Māori Performing Arts)' ,45,2018 ,'Mana Whakairo (Māori Carving)' ,0,2016 ,'Communication and Media Studies not elsewhere classified' ,0,2018 ,'Mixed Field Programmes not elsewhere classified' ,12,2017 ,'Food and Beverage Service' ,0,2016 ,'Baking and Pastry Making' ,0,2016 ,'Employment Skills Programmes not elsewhere classified' ,18,2018 ,'Fashion Design' ,0,2016 ,'General Education Programmes not elsewhere classified' ,0,2017 ,'General Primary and Secondary Education' ,0,2018 ,'Visual Arts and Crafts not elsewhere classified' ,0,2018 ,'Learning Skills Programmes' ,0,2018 ,'Dance' ,0,2017 ,'Ngā Mahi a Rēhia (Māori Performing Arts)' ,39,2016 ,'Food and Beverage Service' ,6,2017 ,'Hairdressing' ,0,2016 ,'Food Hygiene' ,0,2016 ,'Hospitality' ,0,2016 ,'Graphic Arts and Design Studies' ,18,2018 ,'Cookery' ,0,2017 ,'Music' ,0,2016 ,'Food and Hospitality not elsewhere classified' ,0,2017 ,'Beauty Therapy' ,0,2016 ,'Creative Arts not elsewhere classified' ,15,2018 ,'Ngā Mahi a Rēhia (Māori Performing Arts)' ,63,2016 ,'Mixed Field Programmes not elsewhere classified' ,6,2018 ,'General Education Programmes not elsewhere classified' ,33,2018 ,'Fine Arts' ,48,2017 ,'Cookery' ,0,2016 ,'Visual Arts and Crafts not elsewhere classified' ,0) %>%filter(n!=0) %>%group_by(Enrol_Year) %>%mutate(Total_Number =sum(n)) %>%mutate(Percent = n/Total_Number) %>%ggplot(aes(Enrol_Year,Percent,fill=NZSCED_Name))+geom_col()+ tidyquant::scale_fill_tq()+geom_label(mapping =aes(label = scales::percent(round(Percent,3))),position =position_stack(vjust =0.2))+scale_y_continuous(labels = scales::percent_format())+theme_minimal(base_size =8,base_family ='Source Sans Pro')+labs(x=element_blank(),y=element_blank(),title="It is evident that those graduates chose to stay \nwithin the teritary education system \nwould continue their journeys in Toi",subtitle ="By NZSCED",caption ="Data source: Statistic New Zealand Integrated Data Infrastructure ",fill ="Legend")+theme(legend.position ="right")
Figure 12: Proportion of UpSkilling Graduates by NZSCED
