Machine learning model predicts 46,000 new Ukrainian refugees to arrive in Ireland in first half of 2023

New arrivals will bring total number of Ukrainian refugees to 107,000

An all-female group of data analytics researchers is predicting that the number of Ukrainian refugees in Ireland will exceed 90,000 by March next year, with the number expected to rise to 107,000 by the end of June 2023. 

The group’s study, which was conducted by Women in AI Ireland’s WaiPRACTICE programme in partnership with CeADAR, Ireland’s Centre for Applied AI, analysed data from the Central Statistics Office (CSO) and the United Nations High Commissioner for Refugees (UNHCR) around the influx of refugees to Ireland since the turn of the century and created a machine-learning model capable of predicting future numbers.

The aim of the project is to help lawmakers plan for the increasing numbers and assess which areas will need additional resources to deal with the influx. 

 

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Researchers found that 61,000 Ukrainians had been allocated Personal Public Service Numbers (PPSNs) by the end of November this year. Based on historical trends, the researchers’ model predicts that if the war continues another 30,000 Ukrainians will arrive in Ireland by the middle of March, with a further 17,000 arriving between March and the end of June. This would bring the number of new arrivals from Ukraine in the first six months of 2023 to 46,000, adding up to a total of 107,000.

The project was undertaken as part of the Women in AI Ireland WaiPRACTICE Programme which selects mostly female AI enthusiasts from a range of backgrounds and tasks them with using data analytics to find innovative solutions to major social issues.

The eight-strong team of volunteers worked under the guidance of a CeADAR mentor, and were tasked over 12 weeks with investigating how Ireland can continue to provide humanitarian support to displaced populations in the midst of the housing crisis. 

The group featured members from a range of industries and backgrounds, including PhD students, data scientists, research engineers and even a NASA scientist. Their findings were presented to the WaiPRACTICE Showcase online event on 12 December.

CeADAR partnered with Women in AI Ireland to promote the visibility of women in AI, as well as the principles of diversity, equality and inclusivity. The project also served to nurture the talent pool ahead of a planned round of hiring following CeADAR’s formal acceptance into the European Data Innovation Hub (EDIH) scheme in 2023. 

“Analysis of the UNHCR dataset revealed that the number of Ukrainian nationals arriving in Ireland in 2022 is unprecedented in history,” said CeADAR mentor for the prediction model group, Natalia Resende. “Based on our analysis of these historical trends we can predict that the number of incoming refugees from Ukraine will continue to increase each month. 

“A total of 61,000 Personal Public Service Numbers (PPSNs) were allocated to Ukrainian refugees in November 2022. If the war remains active, we can expect that figure to reach more than 91,000 in the first half of March 2023. In June 2023, we could reach a total of 107,000 since the beginning of the conflict.

“The refugees are housed across all the counties in Ireland but mostly in South West, in Kerry, Cork, Clare, Galway and Donegal from North East. The CSO data revealed that the majority of these people are women, many of them single parents with their children. The outputs we delivered as part of the WaiPRACTICE programme have the potential to be used by official bodies, such as the Refugee Council, to make plans and allocate resources for the coming year.”

“We want to help the Irish government make better decisions about where to house displaced people,” said PhD Student Ana Paula Moritz. “The migration crisis is having a compound effect on Ireland’s housing crisis. Some 61,000 Ukrainians sought refuge in Ireland up to November while Ireland provided international protection to almost 14,000 asylum seekers in 2022 – a record annual total.”

Edward McDonnell, director of CeADAR, said: “Women are under-represented in AI and data science and, through our support of projects such as WaiPRACTICE, CeADAR is striving to make the sector more diverse, equal and inclusive. We’re proud of the work done by the group and were pleased with the showcase event on December 12th in which their findings were revealed in full.”

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placeholder: '+44 0000 000000', helpText: 'Include the JE country code +44 before the phone number', }, { countryCode: 'IM', placeholder: '+44 0000 000000', helpText: 'Include the IM country code +44 before the phone number', }, { countryCode: 'GG', placeholder: '+44 0000 000000', helpText: 'Include the GG country code +44 before the phone number', }, { countryCode: 'AL', placeholder: '+355 00 000 0000', helpText: 'Përfshini kodin e vendit AL +355 para numrit të telefonit', }, { countryCode: 'SM', placeholder: '+378 0000 000000', helpText: 'Includere il prefisso internazionale SM +378 prima del numero di telefono', }, { countryCode: 'FO', placeholder: '+298 000000', helpText: 'Inkluder FO landekode +298 før telefonnummeret', }, { countryCode: 'MT', placeholder: '+356 0000 0000', helpText: 'Include the MT country code +356 before the phone number', }, { countryCode: 'LI', placeholder: '+423 000 0000', helpText: 'Fügen Sie vor der Telefonnummer die LI-Ländervorwahl +423 ein', }, { countryCode: 'GI', placeholder: '+350 000 00000', helpText: 'Include the GI country code +350 before the phone number', }, { countryCode: 'MD', placeholder: '+373 00 000 000', helpText: 'Includeți codul de țară MD +373 înaintea numărului de telefon', }, { countryCode: 'HU', placeholder: '+36 00 000 0000', helpText: 'A telefonszám előtt adja meg a HU országkódot +36', }, { countryCode: 'NZ', placeholder: '+64 00 000 0000', helpText: 'Include the NZ country code +64 before the phone number', }, { countryCode: 'ME', placeholder: '+382 00 000 000', helpText: 'Uključite ME pozivni broj države +382 prije telefonskog broja', }, ]; if (!countryCode || typeof countryCode !== 'string') { return mockPlaceholders[0].helpText; } const selectedHelpText = mockPlaceholders.find(function(item) { return item && item.countryCode === countryCode; }); return selectedHelpText ? selectedHelpText.helpText : mockPlaceholders[0].helpText; } function setDefaultHelpText(countryCode) { const helpTextSpan = 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: false; var shouldAppendCountryCode = smsNotRequiredRemoveCountryCodeEnabled ? isRequired : true; var phoneInput = document.querySelector('#mce-' + fieldName); if (phoneInput && defaultProgram.countryCallingCode && shouldAppendCountryCode) { phoneInput.value = defaultProgram.countryCallingCode; } displayFlag?.addEventListener('click', function(e) { dropdown.focus(); }); dropdown?.addEventListener('change', function() { const selectedCountry = this.value; if (!selectedCountry || typeof selectedCountry !== 'string') { return; } const flagSpan = displayFlag?.querySelector('#flag-emoji-' + fieldName); if (flagSpan) { flagSpan.textContent = getCountryUnicodeFlag(selectedCountry); flagSpan.setAttribute('aria-label', sanitizeHtml(selectedCountry) + ' flag'); } const selectedProgram = window.MC?.smsPhoneData?.programs.find(function(program) { return program && program.countryCode === selectedCountry; }); var smsNotRequiredRemoveCountryCodeEnabled = true; var smsField = Object.values({"EMAIL":{"name":"EMAIL","label":"Email Address","helper_text":"","type":"email","required":true,"audience_field_name":"Email Address","merge_id":0,"help_text_enabled":false,"enabled":true,"order":0,"field_type":"merge"},"FNAME":{"name":"FNAME","label":"First Name","helper_text":"","type":"text","required":false,"audience_field_name":"First Name","enabled":false,"order":null,"field_type":"merge","merge_id":1},"MMERGE2":{"name":"MMERGE2","label":"Second Name","helper_text":"","type":"text","required":false,"audience_field_name":"Second Name","enabled":false,"order":null,"field_type":"merge","merge_id":2},"MMERGE3":{"name":"MMERGE3","label":"Company Name","helper_text":"","type":"text","required":false,"audience_field_name":"Company Name","enabled":false,"order":null,"field_type":"merge","merge_id":3},"MMERGE4":{"name":"MMERGE4","label":"Job Title","helper_text":"","type":"text","required":false,"audience_field_name":"Job 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fieldName); updateCountryCodeInstruction(selectedCountry, fieldName); }); } document.addEventListener('DOMContentLoaded', function() { const smsPhoneFields = document.querySelectorAll('[id^="country-select-"]'); smsPhoneFields.forEach(function(dropdown) { const fieldName = dropdown?.id.replace('country-select-', ''); initializeSmsPhoneDropdown(fieldName); }); });

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