[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"sanity-C5gb81eTpKcNSth_qPwxNdtFx9d1J9RMyFkKTUuC-ps":3,"sanity-5rqgm09Z6BbrOqw2cZgrHngYrPxww2P_uZl0SCheB9U":383},{"data":4,"sourceMap":-1},{"latestPodcast":5,"latestReleases":14,"post":39,"recent":358},[6],{"_id":7,"publishedAt":8,"slug":9,"sponsored":12,"title":13},"d81860b7-7b72-4ba5-8ad5-3b77fd9a8e9b","2026-07-14T07:40:00.000Z",{"_type":10,"current":11},"slug","your-ai-is-only-as-responsible-as-you-are",null,"Your AI is only as responsible as you are",[15,21,27,33],{"_id":16,"publishedAt":17,"slug":18,"title":20},"eb5b66eb-9410-4329-83bb-22bbff39402a","2026-04-28T13:00:00.000Z",{"_type":10,"current":19},"turn-scattered-knowledge-into-trusted-intelligence","Turning scattered knowledge into trusted intelligence: Stack Internal 2026.3",{"_id":22,"publishedAt":23,"slug":24,"title":26},"369c2401-b62e-4a37-8ff8-bf603023ecad","2026-03-02T15:03:00.988Z",{"_type":10,"current":25},"what-s-new-at-stack-overflow-march-2026","What’s new at Stack Overflow: March 2026",{"_id":28,"publishedAt":29,"slug":30,"title":32},"5e9053a4-07ea-447c-91ea-29e0b6228537","2026-02-02T15:00:00.000Z",{"_type":10,"current":31},"what-s-new-at-stack-overflow-february-2026","What’s new at Stack Overflow: February 2026",{"_id":34,"publishedAt":35,"slug":36,"title":38},"a1b538eb-a8a6-46d0-80a1-ac70ec9bb935","2026-01-05T10:00:00.000-05:00",{"_type":10,"current":37},"what-s-new-at-stack-overflow-january-2026","What’s new at Stack Overflow: January 2026",{"_createdAt":40,"_id":41,"_rev":42,"_type":43,"_updatedAt":44,"author":45,"body":62,"comments":331,"dateUrl":332,"excerpt":333,"image":334,"legacyBody":337,"product":12,"publishedAt":340,"slug":341,"sponsored":12,"tags":343,"title":357,"visible":331},"2023-05-25T09:39:10Z","wp-post-7625","07ZbrKPSUrjrV4wQ6fITu6","blogPost","2023-07-13T14:55:11Z",[46],{"_createdAt":47,"_id":48,"_rev":49,"_type":50,"_updatedAt":51,"avatar":52,"employee":57,"name":58,"role":59,"slug":60},"2023-05-23T16:27:18Z","wp-author-113","dgl3SCUzppW3U2LvCq2BPw","blogAuthor","2023-08-30T13:19:31Z",{"_type":53,"asset":54},"image",{"_ref":55,"_type":56},"image-b16d0cd9c04e0f49509605090eed45c60ec7d920-1024x1024-png","reference","former","Jason Punyon","Data Science Engineer",{"current":61},"jasonpunyon",[63,117,126,145,149,157,165,184,188,196,204,223,227,243,251,259,263,271,279],{"_key":64,"_type":65,"children":66,"markDefs":108,"style":116},"8b8a5eadff85","block",[67,72,77,81,86,90,95,99,104],{"_key":68,"_type":69,"marks":70,"text":71},"8b8a5eadff850","span",[],"In a ",{"_key":73,"_type":69,"marks":74,"text":76},"8b8a5eadff851",[75],"ea08dd409102","previous post",{"_key":78,"_type":69,"marks":79,"text":80},"8b8a5eadff852",[],", we used the ",{"_key":82,"_type":69,"marks":83,"text":85},"8b8a5eadff853",[84],"9e496cbf7e70","Stack Overflow Trends",{"_key":87,"_type":69,"marks":88,"text":89},"8b8a5eadff854",[]," tool to look at how technology usage in mobile development has changed over time. But we've often found that popular languages, platforms and technologies ",{"_key":91,"_type":69,"marks":92,"text":94},"8b8a5eadff855",[93],"2a0a2f0512c9","differ across cities and countries as well",{"_key":96,"_type":69,"marks":97,"text":98},"8b8a5eadff856",[],". In this post we'll explore ",{"_key":100,"_type":69,"marks":101,"text":103},"8b8a5eadff857",[102],"em","where",{"_key":105,"_type":69,"marks":106,"text":107},"8b8a5eadff858",[]," mobile development happens, and what these countries might have in common. We'll look at Android and iOS, and pour one out for Windows Phone.",[109,112,114],{"_key":75,"_type":110,"href":111,"reference":12},"link","https:\u002F\u002Fstackoverflow.blog\u002F2017\u002F05\u002F16\u002Fexploring-state-mobile-development-stack-overflow-trends\u002F",{"_key":84,"_type":110,"href":113,"reference":12},"https:\u002F\u002Finsights.stackoverflow.com\u002Ftrends?utm_source=so-owned&utm_medium=blog&utm_campaign=trends&utm_content=blog-link&utm_term=where-world-mobile",{"_key":93,"_type":110,"href":115,"reference":12},"https:\u002F\u002Fstackoverflow.blog\u002F2016\u002F11\u002F30\u002Fhow-do-developers-in-new-york-san-francisco-london-and-bangalore-differ\u002F","normal",{"_key":118,"_type":65,"children":119,"markDefs":124,"style":125},"52275f18585c",[120],{"_key":121,"_type":69,"marks":122,"text":123},"52275f18585c0",[],"What countries have lots of Android development?",[],"h3",{"_key":127,"_type":65,"children":128,"markDefs":142,"style":116},"d102282a2ea9",[129,133,138],{"_key":130,"_type":69,"marks":131,"text":132},"d102282a2ea90",[],"We geocode all of our traffic and know every question's tags, so we can plot the percentage of traffic from each country that goes to questions with the ",{"_key":134,"_type":69,"marks":135,"text":137},"d102282a2ea91",[136],"8a83f25fe2a1","Android tag",{"_key":139,"_type":69,"marks":140,"text":141},"d102282a2ea92",[],".",[143],{"_key":136,"_type":110,"href":144,"reference":12},"https:\u002F\u002Fstackoverflow.com\u002Fquestions\u002Ftagged\u002Fandroid",{"_key":146,"_type":53,"alt":12,"asset":147,"markDefs":12},"467775e87d46",{"_ref":148,"_type":56},"image-7ca8cf2286887d5287b6e2d1ea8a4620adfd03e6-1024x683-png",{"_key":150,"_type":65,"children":151,"markDefs":156,"style":116},"5a291a942923",[152],{"_key":153,"_type":69,"marks":154,"text":155},"5a291a9429230",[],"Android is decidedly less \"hot\" in the Americas, Europe, and Russia: it makes up only a small percentage (4-8%) of Stack Overflow question views from those countries. It makes up a much larger share (12-16%) of traffic in Africa, the Middle East, and Southeast Asia. What patterns could be behind this geographic distribution?",[],{"_key":158,"_type":65,"children":159,"markDefs":164,"style":125},"5015d5aca138",[160],{"_key":161,"_type":69,"marks":162,"text":163},"5015d5aca1380",[],"Android varies by GDP per capita",[],{"_key":166,"_type":65,"children":167,"markDefs":181,"style":116},"ca5d9803245e",[168,172,177],{"_key":169,"_type":69,"marks":170,"text":171},"ca5d9803245e0",[],"The ",{"_key":173,"_type":69,"marks":174,"text":176},"ca5d9803245e1",[175],"9af27f178830","World Bank Open Data",{"_key":178,"_type":69,"marks":179,"text":180},"ca5d9803245e2",[]," set provides free and open access to global development data and statistics. We combined this with our traffic data to see if anything popped out. A number of indicators correlate with Android visitation, but GDP stood out as having the strongest relationship to Android development.",[182],{"_key":175,"_type":110,"href":183,"reference":12},"http:\u002F\u002Fdata.worldbank.org\u002F",{"_key":185,"_type":53,"alt":12,"asset":186,"markDefs":12},"3cb19f46960e",{"_ref":187,"_type":56},"image-2b4bfde0a2cb607f83287d4822d27ea664d7611c-1024x683-png",{"_key":189,"_type":65,"children":190,"markDefs":195,"style":116},"841d0ff7c9de",[191],{"_key":192,"_type":69,"marks":193,"text":194},"841d0ff7c9de0",[],"Countries with lower GDP per capita visit substantially more Android than countries with high GDP per capita. There are exceptions (Japan and South Korea visit more Android than the hypothesis would expect), but overall the correlation is strong (R2=0.53, p-value \u003C 10-13). There could be many interlocking reasons for this trend. Maybe it's because Android phones are cheaper, or that there's substantial Android development outsourced to lower income countries. Our traffic data can't really answer the why.",[],{"_key":197,"_type":65,"children":198,"markDefs":203,"style":125},"10676950512d",[199],{"_key":200,"_type":69,"marks":201,"text":202},"10676950512d0",[],"What about iOS?",[],{"_key":205,"_type":65,"children":206,"markDefs":220,"style":116},"749998dae6b7",[207,211,216],{"_key":208,"_type":69,"marks":209,"text":210},"749998dae6b70",[],"Let's take a look at the other major mobile platform. Where is the ",{"_key":212,"_type":69,"marks":213,"text":215},"749998dae6b71",[214],"a6d2d9520af3","iOS tag",{"_key":217,"_type":69,"marks":218,"text":219},"749998dae6b72",[]," visited from, as a percentage of each country’s traffic?",[221],{"_key":214,"_type":110,"href":222,"reference":12},"https:\u002F\u002Fstackoverflow.com\u002Fquestions\u002Ftagged\u002Fios",{"_key":224,"_type":53,"alt":12,"asset":225,"markDefs":12},"bff59710bce3",{"_ref":226,"_type":56},"image-7ec7b365619e80d7c70962963802e0e36b6eabb2-1024x683-png",{"_key":228,"_type":65,"children":229,"markDefs":242,"style":116},"da4d5e548e5e",[230,234,238],{"_key":231,"_type":69,"marks":232,"text":233},"da4d5e548e5e0",[],"Again, pretty cool in the Americas and Europe, and warmer in Asia, particularly China and Japan. Interestingly, we can see there's almost no traffic to iOS questions from Africa. Unlike Android, there's ",{"_key":235,"_type":69,"marks":236,"text":237},"da4d5e548e5e1",[102],"no correlation",{"_key":239,"_type":69,"marks":240,"text":241},"da4d5e548e5e2",[],", positive or negative, between iOS traffic and per-capita GDP. This suggests that the correlation between Android and GDP may not be driven entirely by the market share of the platform in each country.",[],{"_key":244,"_type":65,"children":245,"markDefs":250,"style":125},"66cdb53147a1",[246],{"_key":247,"_type":69,"marks":248,"text":249},"66cdb53147a10",[],"What about both?",[],{"_key":252,"_type":65,"children":253,"markDefs":258,"style":116},"0db234fe4bbd",[254],{"_key":255,"_type":69,"marks":256,"text":257},"0db234fe4bbd0",[],"We can combine the geographic traffic data into one plot by comparing Android and iOS traffic in each country, and an interesting picture emerges.",[],{"_key":260,"_type":53,"alt":12,"asset":261,"markDefs":12},"ddc4c91b710b",{"_ref":262,"_type":56},"image-f3cfc9dce2d702e184db816b707d0049bb540ac4-1024x683-png",{"_key":264,"_type":65,"children":265,"markDefs":270,"style":116},"519e62268437",[266],{"_key":267,"_type":69,"marks":268,"text":269},"519e622684370",[],"The first, less interesting, thing to note is that Android is more visited than iOS from literally everywhere. More interesting is that the Android\u002FiOS traffic ratios cluster based on continent. On the lower left we have a tight cluster of American (olive) and European (blue) nations with relatively low levels of both Android and iOS traffic. Up and to the left of that we have a cluster of African (red) nations, which visit Android almost exclusively. We can also see a cluster of Asian (green) nations that develop a lot of both iOS and Android.",[],{"_key":272,"_type":65,"children":273,"markDefs":278,"style":125},"286b6f4f4c6c",[274],{"_key":275,"_type":69,"marks":276,"text":277},"286b6f4f4c6c0",[],"Conclusion",[],{"_key":280,"_type":65,"children":281,"markDefs":322,"style":116},"ea78d3b166b5",[282,286,291,295,300,304,309,313,318],{"_key":283,"_type":69,"marks":284,"text":285},"ea78d3b166b50",[],"Throughout ",{"_key":287,"_type":69,"marks":288,"text":290},"ea78d3b166b51",[289],"d592c789c119","these posts",{"_key":292,"_type":69,"marks":293,"text":294},"ea78d3b166b52",[]," we've been using Stack Overflow data to explore the world of software development across time and space. This is a complicated dataset with many dimensions (every country in every year has its own distinct technology profile), and it can be difficult to know where to start. Seeing these relationships between mobile development technologies and GDP gives us one piece of the puzzle. In future posts, we'll be exploring more about how a country's income relates to the technologies it uses, and how that can give us wider insights into the global software development industry. In the meantime, wherever you are in the world, if you're a mobile developer looking to take the next step in your career, here are ",{"_key":296,"_type":69,"marks":297,"text":299},"ea78d3b166b53",[298],"e33a1fdb70b5","some companies hiring mobile developers",{"_key":301,"_type":69,"marks":302,"text":303},"ea78d3b166b54",[],", and specifically ",{"_key":305,"_type":69,"marks":306,"text":308},"ea78d3b166b55",[307],"35851c29c85b","iOS",{"_key":310,"_type":69,"marks":311,"text":312},"ea78d3b166b56",[]," and ",{"_key":314,"_type":69,"marks":315,"text":317},"ea78d3b166b57",[316],"162f1b4327e6","Android developers",{"_key":319,"_type":69,"marks":320,"text":321},"ea78d3b166b58",[],", right now on Stack Overflow Jobs.",[323,325,327,329],{"_key":289,"_type":110,"href":324,"reference":12},"https:\u002F\u002Fstackoverflow.blog\u002Ftags\u002Fdata\u002F",{"_key":298,"_type":110,"href":326,"reference":12},"https:\u002F\u002Fstackoverflow.com\u002Fjobs\u002Fmobile-developer-jobs?utm_source=so-owned&utm_medium=blog&utm_campaign=gen-blog&utm_content=blog-link&utm_term=where-world-mobile",{"_key":307,"_type":110,"href":328,"reference":12},"https:\u002F\u002Fstackoverflow.com\u002Fjobs\u002Fdeveloper-jobs-using-ios?utm_source=so-owned&utm_medium=blog&utm_campaign=dev-c4al&utm_content=c4al-link",{"_key":316,"_type":110,"href":330,"reference":12},"https:\u002F\u002Fstackoverflow.com\u002Fjobs\u002Fdeveloper-jobs-using-android?utm_source=so-owned&utm_medium=blog&utm_campaign=dev-c4al&utm_content=c4al-link",true,"2017\u002F08\u002F22","",{"_type":53,"asset":335},{"_ref":336,"_type":56},"image-b8a510652fb82f55d0ce355aba579b694f82ebf1-1000x563-jpg",{"code":338,"language":339},"In a \u003Ca href=\"https:\u002F\u002Fstackoverflow.blog\u002F2017\u002F05\u002F16\u002Fexploring-state-mobile-development-stack-overflow-trends\u002F\">previous post\u003C\u002Fa>, we used the \u003Ca href=\"https:\u002F\u002Finsights.stackoverflow.com\u002Ftrends?utm_source=so-owned&utm_medium=blog&utm_campaign=trends&utm_content=blog-link&utm_term=where-world-mobile\">Stack Overflow Trends\u003C\u002Fa> tool to look at how technology usage in mobile development has changed over time. But we've often found that popular languages, platforms and technologies \u003Ca href=\"https:\u002F\u002Fstackoverflow.blog\u002F2016\u002F11\u002F30\u002Fhow-do-developers-in-new-york-san-francisco-london-and-bangalore-differ\u002F\">differ across cities and countries as well\u003C\u002Fa>.\n\nIn this post we'll explore \u003Cem>where\u003C\u002Fem> mobile development happens, and what these countries might have in common. We'll look at Android and iOS, and pour one out for Windows Phone.\n\n\u003Ch3>What countries have lots of Android development?\u003C\u002Fh3>\n\nWe geocode all of our traffic and know every question's tags, so we can plot the percentage of traffic from each country that goes to questions with the \u003Ca href=\"https:\u002F\u002Fstackoverflow.com\u002Fquestions\u002Ftagged\u002Fandroid\">Android tag\u003C\u002Fa>.\n\n\u003Cimg class=\"alignnone size-large wp-image-7631\" src=\"https:\u002F\u002Fstackoverflow.blog\u002Fwp-content\u002Fuploads\u002F2017\u002F08\u002Fandroid-map-1-2-1024x683.png\" alt=\"\" width=\"1024\" height=\"683\" \u002F>\n\nAndroid is decidedly less \"hot\" in the Americas, Europe, and Russia: it makes up only a small percentage (4-8%) of Stack Overflow question views from those countries. It makes up a much larger share (12-16%) of traffic in Africa, the Middle East, and Southeast Asia. What patterns could be behind this geographic distribution?\n\n\u003Ch3>Android varies by GDP per capita\u003C\u002Fh3>\n\nThe \u003Ca href=\"http:\u002F\u002Fdata.worldbank.org\u002F\">World Bank Open Data\u003C\u002Fa> set provides free and open access to global development data and statistics. We combined this with our traffic data to see if anything popped out. A number of indicators correlate with Android visitation, but GDP stood out as having the strongest relationship to Android development.\n\n\u003Cimg class=\"alignnone size-large wp-image-7634\" src=\"https:\u002F\u002Fstackoverflow.blog\u002Fwp-content\u002Fuploads\u002F2017\u002F08\u002Fgdp_plot-1-1-1024x683.png\" alt=\"\" width=\"1024\" height=\"683\" \u002F>\n\nCountries with lower GDP per capita visit substantially more Android than countries with high GDP per capita. There are exceptions (Japan and South Korea visit more Android than the hypothesis would expect), but overall the correlation is strong (R\u003Csup>2\u003C\u002Fsup>=0.53, p-value < 10\u003Csup>-13\u003C\u002Fsup>).\n\nThere could be many interlocking reasons for this trend. Maybe it's because Android phones are cheaper, or that there's substantial Android development outsourced to lower income countries. Our traffic data can't really answer the why.\n\n\u003Ch3>What about iOS?\u003C\u002Fh3>\n\nLet's take a look at the other major mobile platform. Where is the \u003Ca href=\"https:\u002F\u002Fstackoverflow.com\u002Fquestions\u002Ftagged\u002Fios\">iOS tag\u003C\u002Fa> visited from, as a percentage of each country’s traffic?\n\n\u003Cimg class=\"alignnone size-large wp-image-7633\" src=\"https:\u002F\u002Fstackoverflow.blog\u002Fwp-content\u002Fuploads\u002F2017\u002F08\u002Funnamed-chunk-1-1-1024x683.png\" alt=\"\" width=\"1024\" height=\"683\" \u002F>\n\nAgain, pretty cool in the Americas and Europe, and warmer in Asia, particularly China and Japan. Interestingly, we can see there's almost no traffic to iOS questions from Africa. Unlike Android, there's \u003Cem>no correlation\u003C\u002Fem>, positive or negative, between iOS traffic and per-capita GDP. This suggests that the correlation between Android and GDP may not be driven entirely by the market share of the platform in each country.\n\n\u003Ch3>What about both?\u003C\u002Fh3>\n\nWe can combine the geographic traffic data into one plot by comparing Android and iOS traffic in each country, and an interesting picture emerges.\n\n\u003Cimg class=\"alignnone size-large wp-image-7635\" src=\"https:\u002F\u002Fstackoverflow.blog\u002Fwp-content\u002Fuploads\u002F2017\u002F08\u002Fandroid_v_ios-1-1024x683.png\" alt=\"\" width=\"1024\" height=\"683\" \u002F>\n\nThe first, less interesting, thing to note is that Android is more visited than iOS from literally everywhere. More interesting is that the Android\u002FiOS traffic ratios cluster based on continent. On the lower left we have a tight cluster of American (olive) and European (blue) nations with relatively low levels of both Android and iOS traffic. Up and to the left of that we have a cluster of African (red) nations, which visit Android almost exclusively. We can also see a cluster of Asian (green) nations that develop a lot of both iOS and Android.\n\n\u003Ch3>Conclusion\u003C\u002Fh3>\n\nThroughout \u003Ca href=\"https:\u002F\u002Fstackoverflow.blog\u002Ftags\u002Fdata\u002F\">these posts\u003C\u002Fa> we've been using Stack Overflow data to explore the world of software development across time and space. This is a complicated dataset with many dimensions (every country in every year has its own distinct technology profile), and it can be difficult to know where to start. Seeing these relationships between mobile development technologies and GDP gives us one piece of the puzzle. In future posts, we'll be exploring more about how a country's income relates to the technologies it uses, and how that can give us wider insights into the global software development industry.\n\nIn the meantime, wherever you are in the world, if you're a mobile developer looking to take the next step in your career, here are \u003Ca href=\"https:\u002F\u002Fstackoverflow.com\u002Fjobs\u002Fmobile-developer-jobs?utm_source=so-owned&utm_medium=blog&utm_campaign=gen-blog&utm_content=blog-link&utm_term=where-world-mobile\" target=\"_blank\" rel=\"noopener\">some companies hiring mobile developers\u003C\u002Fa>, and specifically \u003Ca href=\"https:\u002F\u002Fstackoverflow.com\u002Fjobs\u002Fdeveloper-jobs-using-ios?utm_source=so-owned&utm_medium=blog&utm_campaign=dev-c4al&utm_content=c4al-link\" target=\"_blank\" rel=\"noopener\">iOS\u003C\u002Fa> and \u003Ca href=\"https:\u002F\u002Fstackoverflow.com\u002Fjobs\u002Fdeveloper-jobs-using-android?utm_source=so-owned&utm_medium=blog&utm_campaign=dev-c4al&utm_content=c4al-link\" target=\"_blank\" rel=\"noopener\">Android developers\u003C\u002Fa>, right now on Stack Overflow Jobs.","html","2017-08-22T15:10:40.000Z",{"current":342},"world-mobile-development",[344,352],{"_createdAt":345,"_id":346,"_rev":347,"_type":348,"_updatedAt":345,"slug":349,"title":351},"2023-05-23T16:43:21Z","wp-tagcat-announcements","9HpbCsT2tq0xwozQfkc4ih","blogTag",{"current":350},"announcements","Announcements",{"_createdAt":345,"_id":353,"_rev":347,"_type":348,"_updatedAt":345,"slug":354,"title":356},"wp-tagcat-insights",{"current":355},"insights","Insights","Where in the World is Mobile Development?",[359,365,371,377],{"_id":360,"publishedAt":361,"slug":362,"sponsored":12,"title":364},"76c9771b-34e6-4d98-8641-ecefc711f0ef","2026-07-06T15:23:34.559Z",{"_type":10,"current":363},"when-the-sensor-starts-thinking-snortml-agentic-ai-and-the-evolving-architecture-of-intrusion-detection","When the sensor starts thinking: SnortML, agentic AI, and the evolving architecture of intrusion detection",{"_id":366,"publishedAt":367,"slug":368,"sponsored":12,"title":370},"28e560af-f0aa-4d46-bd90-f435ad604aa7","2026-06-26T14:00:27.102Z",{"_type":10,"current":369},"paging-charity-how-can-engineering-leaders-avoid-becoming-bond-villains","Paging Charity! How can engineering leaders avoid becoming Bond villains?",{"_id":372,"publishedAt":373,"slug":374,"sponsored":12,"title":376},"4b22c2a3-3779-4966-93eb-5230391dbdce","2026-06-23T14:08:58.595Z",{"_type":10,"current":375},"your-ai-shipped-a-backend-that-boots-that-is-the-whole-problem","Your AI shipped a backend that boots. That is the whole problem.",{"_id":378,"publishedAt":379,"slug":380,"sponsored":12,"title":382},"5cf362e1-fe7b-45af-b69c-914731c6a052","2026-06-23T14:00:00.000Z",{"_type":10,"current":381},"the-2026-developer-survey-is-now-open-for-human-developers-only","The 2026 Developer Survey is now open (for human developers only)!",{"data":384,"sourceMap":-1},{"count":385,"lastTimestamp":386},47,"2023-05-25T09:46:20Z"]