Opportunistic Citizen Science in central California

iNaturalist MapAs I’ve noted in the earlier post, I’ve travelled through central California in August, from San Francisco, to Los Angeles. Reading Citizen Scientist: Searching for Heroes and Hope in an Age of Extinction‘, made me think about citizen science, but this was my holiday – and for the past 4 years, as I finish setting the email away message, I disable the social media apps and email on my phone, and only use it for navigation, travel apps like TripAdviser, weather, taking images, and searching for the opening times of the local supermarket (more on this in the next post). In addition to the phone, I do use a digital camera with an integrated GPS receiver which somewhat surprisingly, displays a map of the world with data from HERE . As I was travelling along, I wasn’t aiming to take part in any specific citizen science project, just to experience the landscape, and understand the places and people.

Yet, I had several encounters…

DSCN1815 DSCN1822 On t he way back from a visit at Yosemite valley, by coincidence, we decided to stop at a vista point along the road, and as I was getting out of the car, I realised that the sign looks familiar. There was a board with information about the Rim Fire  and the need to protect the forest from tree disease and fire. But one familiar sign, which I’ve seen in photos, and just read about it, was now in front of me. Here’s the description from Hannibal’s ‘Citizen Scientist’:

…A succinct two-and-a-half-minute video explains it here: monitorchange.org.
“The concept uses little more than a camera phone and a stout piece of bent steel to start,” reads the site. Droege figured out that using photo-stitching software and images periodically captured from the same place, he could create a mural of change over time…
DSCN1818Droege’s idea is being put to use by a sui generis citizen science group in the Bay Area, Nerds for Nature. …In their emphasis on improvisation and community the Nerds embody the grassroots spirit of citizen science. Two Nerds projects using Droege’s camera-bracket idea currently underway are both trained on documenting and observing fire recovery … in the Stanislaus National Forest in Yosemite … if you happen to be hiking in either place, here’s what you can do to be a cool Nerd. Find a bracket and take a picture. On Mount Diablo, post it to Twitter using the hashtag #diablofire01. At Yosemite, use the hashtag indicated at each bracket. For example, #firerim01. The Nerds will harvest the photos and “create time-lapse views of change.” The effects of fire on the ecosystem here are imperfectly understood, probably subject to climate change, and of the utmost interest to figuring out the deep truth of the landscape, so you will be doing a good deed.” (p. 348-349)

DSCN1821So I had to take a picture with my camera, as well as a zoomed-in image to see a little bit better how the recovery is happening around the burnt trees. I have tweeted the images (and I hope that the project will prove successful) but only after I’ve went back to use social media. If you follow the hashtag, you’ll see the steady stream of images…

DSCN1814I have also captured many pictures of birds, flowers, and animals that we came across (see the map at the top of the post), from a bird that landed on the side mirror of the car, to Sea Lions we’ve seen on a boat tour to the Channel Islands. Last Friday, I finally organised the pictures and uploaded them to my iNaturalist account. I’m not familiar with the wildlife in California, and I didn’t know that in these three weeks, I’ve seen American Robin, California Scrub-Jay (in the picture), Turkey Vulture, Cottontail Rabbit and much more. A truly amazing experience of uploading the images into iNaturalist is to see, within an hour, identification for most of the species. Not only that, my observations were added to “Wildlife of the Santa Monica Mountains”, “California Birds”, and pleasingly  “2016 National Parks Bioblitz – NPS Servicewide” collections. It all happened very rapidly. It’s odd and pleasing to contribute to citizen science by basically uploading holiday photos.

The last encounter was planned. Being close to Los Angeles was an opportunity to meet Lila Higgins and her wonderful team at the Los Angeles County Natural History Museum who are doing extensive outreach through citizen science. One of the most impressive areas in the museum is the Nature Lab with its wall of invitation to many types of citizen science, and an interactive, continually updated map of observations from iNaturalist in the area of L.A.. The lab is full of exploration areas, each of them inviting the visitors to explore nature through ‘memory maps’ – and in many cases, join citizen science activities such as observing birds, insects, or listening to the sounds at night.

…Ladybird (Ledybug) observations …
or audio recording at night

At the time of the visit, two interns were working on classifying flies which were captured in a citizen science project across the city, and their view in the microscope was projected overhead. The live exhibits in the lab are also full of hints and information on how the visitors can join in and contribute to the collection. It was good to see the utilisation of the opportunistic and directed data collection that the museum provides – the synergy of professionals and volunteers which is integral to citizen science. Personally, the visit motivated me to upload my photos to iNat.

On reflection, I can see the potential of opportunistic observations and participation in simple activities such as sharing photos. I did had to prepare the photos before uploading them to iNat, mostly to adjust the time-stamp from UK to California (I forgot to adjust the time at the beginning of the journey), but this was fairly simple and easy. I’m also pleased to micro-contribute to the monitoring and understanding nature in the places that I visited…

Reading ‘Citizen Scientist: Searching for Heroes and Hope in an Age of Extinction’ in place

9781615192434At the beginning of the year, I received an email from Mary Ellen Hannibal, asking for a clarification of the ‘extreme citizen science’ concept. Later on, Mary Ellen provided me with an early copy of ‘Citizen Scientist: Searching for Heroes and Hope in an Age of Extinction‘, and asked if I will be willing to recommend it. I read the first part of the book before travelling to Sci Foo Camp, and was happy to provide a statement (I wouldn’t overstate the value of my endorsement when she received ones from Bill McKibben and Paul Ehrlich).

The part that I read captured my interest, and I finished reading it on the way to Sci Foo and shortly after it. I’ve enjoyed reading it, and at many points I stopped to think and absorb the rich information that Mary Ellen provided within it. At the beginning, I was expecting an account of the personal experience of doing citizen science and understanding its place in the world – much like Sharman Apt Russell ‘Diary of a Citizen Scientist’ (a wonderful book which I highly recommend!). However ‘Citizen Scientist’ is a very different type of book, with a much richer internal ‘ecology’. The book is weaving five themes – the impact of the mass extinction that we are experiencing around us; a very personal account of losing a parent; the history and development of ecological knowledge of coastal California; Joseph Campbell’s literary framework of the ‘hero’s journey’, and the way it can be linked to John Steinbeck and Ed Rickets work around Monterey; and the current practice of citizen science, especially around the Bay Area and coastal California. These themes are complex on their own, and Mary Ellen is doing a great job in exploring each one of them and bringing them into interaction with each other. As I went through the book, each of these was explained clearly from a well researched position, with the experiential aspects of citizen science – including the frustration and challenges – beautifully expressed. As you read through the book, you start to see how these themes come together. It most be said that most of these themes are worrying or raise the notion of loss. Against this background, citizen science plays the role of ‘hope’ at the corner of Pandora’s box – offering a way to connect to nature, nurture it and redevelop a sense of stewardship. A way to preserve the cultural practices of the Amah Mutsun tribe, nature, and a sense of connection to place.

Near Yosemite I felt very lucky that Mary Ellen got in touch and shared the book with me – it was just the right book for me to read at the time. After the Sci Foo Camp, I have stayed in central California for 4 weeks, touring from Mountain View in the Bay Area, to Ripon in Central Valley, to Oak View in Ojai Valley, near Ventura and Los Angeles. Reading the book while travelling through places that are linked to the book gave the visits deeper and richer context and meaning. Many of the encounters throughout journey were linked to the topics that I mentioned above – you don’t need to be any kind of hero to experience these! Some of these encounters include the following.
DSCN1924First was the fascinating session at Sci Foo Camp, in which Tony Barnosky discussed the issue of global tipping points (which are discussed in the book) and their wider implications, with few days later travelling towards Yosemite and experiencing the change in very large landscapes following fires and thinking ‘is this a local ecological tipping point, and the forest won’t come back?’. Then there was a visit to San Francisco Golden Gate Park, and passing by the California Academy of Sciences (Cal Academy, the San Francisco Natural History Museum), whose story is covered in the book. Another reminder of extinction came while travelling down the famous California State Route 1, which was eerily quite and empty of other cars on a weekend day, because of the Soberanes Fire that was devastating the forest nearby (and has not stopped). Or stopping by the Mission in Santa Barbara and thinking about the human and natural history of the coast, or just looking at the kelp on the beach and appreciating it much more…

I’ll try to write more about citizen science and its hopeful aspects later, but as for the book – even if you don’t travel through coastal California, I am happy with what I’ve said about it: ‘an informative, personal, emotional and fascinating account of a personal journey to ecological citizen science. It shows how our understanding of our environment and the need for urgent action to address the mass extinction that is happening in front of our eyes can be addressed through participatory science activities’.

Science Foo Camp 2016

Science Foo Camp (SciFoo) is an invitation based science unconference that is organised by O’Reilly media, Google, Nature, and Digital Science. Or put it another way, a weekend event (from Friday evening to Sunday afternoon), where 250 scientists, science communicators and journalists, technology people from area that relate to science, artists and ‘none of the above’ come and talk about their interests, other people interests, and new ideas, in a semi-structured way.

As this is an invitation only event, when I got the invitation, I wasn’t sure if it is real – only to replace this feeling with excitement after checking some of the information about it (on Wikipedia and other sites). I was also a little bit concerned after noticing how many of the participants are from traditional natural science disciplines, such as physics, computer science, neuroscience, chemistry, engineering and such (‘Impostor syndrome‘). However, the journey into citizen science, since 2010 and the first Citizen Cyberscience Summit, have led me to fascinating encounters in ecological conferences, physicists and environmental scientists, synthetic biologists, epidemiologists, and experimental physicists, in addition to links to Human-Computer Interaction researchers, educational experts, environmental policy makers, and many more. So I hoped that I could also communicate with the scientists that come to SciFoo.

I was especially looking forward to see how the unconference is organised and run. I’ve experienced unconferences (e.g. WhereCampEU in 2010, parts of State of the Map) and organised the Citizen Cyberscience Summits in 2012 & 2014 where we meshed-up a formal academic conference with unconference. I was intrigued to see how it works when the O’Reilly media team run it, as they popularised the approach.

The event itself run from the evening of Friday to early afternoon on Sunday, with very active 45 hours in between.

wp-1469243960730.jpgThe opening of the event included the following information (from Sarah Winge, Cat Allman, Chris DiBona, Daniel Hook, and Tim O’Reilly): The Foo Camp is an opportunity to bunch of really interesting people to get together and tell each other interesting stories – talk about the most interesting story that you’ve got. The main outputs are new connections between people. This as an opportunities to recharge and to get new ideas – helping each person to recharge using someone else battery. The ground rules include: go to sessions outside your field of expertise – an opportunity to see the world from a different perspective; be as extroverted as you can possibly be – don’t sit with people that you know, as you’ll have a better weekend to talk to different people. The aim is to make a conference that is made mostly from breaks – it’s totally OK to spend time not in a session; the law of two feet – it’s OK to leave and come from sessions and coming and going. It’s a DIY event. There are interesting discussions between competitors commercially, or academically – so it is OK to say that part of the conversations will be kept confidential.

wp-1469414697362.jpgThe expected scramble to suggest sessions and fill the board led to a very rich programme with huge variety – 110 sessions for a day and a half, ranging from ‘Origami Innovations’, ‘Are there Global Tipping Points?’, to ‘Growth Hacking, Rare disease R&D’, and ‘What we know about the universe? and what we don’t know?’. Multiple sessions explored Open science (open collaborations, reproducibility, open access publication), issues with science protocols, increasing engagement in science, gender, social justice side by side with designer babies, geoengineering, life extension, artificial intelligence and much more.

In addition, several curated sessions of lightning talks (5 minutes rapid presentations by participants), provided a flavour and extent of the areas that participants cover. For example, Carrie Partch talk about understanding how circadian cycles work – including the phenomena of social jet-lag, with people sleeping much more at weekends to compensate for lack of sleep during the weekdays. Or Eleine Chew demonstrated her mathematical analysis of different music performances and work as concert pianist.

I’ve followed the advice from Sarah, and started conversation with different people during meals, or on the bus to and from SciFoo, or while having coffee breaks. Actually everyone around was doing it – it was just wonderful to see all around people introducing themselves, and starting to talk about what they are doing. I found myself learning about research on common drugs that can extend the life of mice, brain research with amputees, and discussing how to move academic publications to open access (but somehow ending with the impact of the cold war on the investment in science).

I have organised a session about citizen science, crowdsourcing and open science, in which the discussion included questions about science with monks in Tibet, and patient active involvement in research about their condition. I’ve joined two other sessions about ‘Making Science Communication Thrilling for the Lay Person‘ with Elodie Chabrol (who run Pint of Science) and Adam Davidson; and ‘Science Communication: What? What? How? Discuss‘ with Suze Kundu, Jen Gupta, Simon Watt & Sophie Meekings. Plenty of ideas (and even a sub-hashtag to get responses for specific questions) came from these sessions, but also realisation of the challenges for early career academics in developing their skills in this area, with discouraging remarks from more senior academics, and potential career risks – so we also dedicated thinking about appropriate mechanisms to support public engagement activity.

Another fantastic discussion was led by Kevin Esvelt about ‘Better than nature: ethics of ecological engineering‘ – when this involve gene editing with techniques such as CRISPR with potential far reaching impact on ecological systems. This session just demonstrated how valuable it is to have interdisciplinary conference where the expertise of the people in the room range from geoengineering to ecology and ethics. It was also a mini-demonstration of Responsible Research and Innovation (RRI) in action, where potential directions of scientific research are discussed with a range of people with different background and knowledge.

The amount of input, encounters and discussion at SciFoo is overwhelming, and the social activities after the sessions (including singing and sitting by the ‘fire’) is part of the fun – though these were very exhausting 40 hours.

Because SciFoo invitees include a whole group of people from science communication, and as SciFoo coincide with Caren Cooper stint of the twitter account @IamSciComm account where she discussed the overlap between citizen science and science communication, I paid attention to the overlap during the meeting. The good news is that many of the scientists had some idea of what citizen science is. I always check that people know the term before explaining my work, so it’s great to see that term is gaining traction. The less good news is that it is still categorised under ‘science communication’ and maybe a useful session would have been ‘What is the problem of scientists with citizen science?’.


For me, SciFoo raised the question about the value of interdisciplinary meetings and how to make them work. With such a list of organisers, location, exclusiveness and the mystery of invitation (several people, including me, wonder ‘It’s great being here, but how did they found out about my work?’) – all make it possible to get such an eclectic collection of researchers. While it’s obvious that the list is well curated with considerations of research areas, expertise, background, academic career stage, and diversity, the end results and the format open up the possibility of creative and unexpected meetings (e.g. during lunch). My own experience is that to achieve something that approach such a mix of disciplines in a common ‘bottom-up’ academic conference is very challenging and need a lot of work. The Citizen Cyberscience summits, ECSA conference, or the coming Citizen Science Association conference are highly interdisciplinary in terms of the traditional academic areas from which participant come – but they require to convince people to submit papers and come to the conference. Usually, the interdisciplinary event is an additional commitment to their disciplinary focus and this creates a special challenge. Maybe it can be possible to achieve similar interdisciplinary meetings by getting endorsements from multiple disciplinary societies, or get support from bodies with wide remit like the Royal Society and Royal Academy of Engineering.

Another thought is that the model of reaching out to people and convincing them that it is worth their while to come to such a meeting might also work better in allowing mixing, as open call are impacted by ‘self deselection’ where people decide that the conference is not for them (e.g. getting active participants to a citizen science conference, or ensuring that papers are coming from all flavours of citizen science).

Another delightful aspect is to notice how the unconference format worked with people that (mostly) haven’t experienced it before – the number of slots and opportunities was enough for people to mostly put their sessions forward. Although the call for people to be extroverts, the people with less confident will prepare their ideas more slowly, and can end up outside the grid. It was nice to see how some places in the grid were blocked off during the early stages, and then release to ideas that came during breaks, or for sessions that were proposed more slowly and didn’t secure a spot. There might be also value in restricting people to one session, and then progressing to more? What are the steps that are required to make an unconference format inclusive at the session setting stage?

In contrast to the approach in academic meetings to control the number of parallel sessions (to ensure enough people are showing up to a session), SciFoo is having so many, that most of the sessions are with a small group of about 10 or 20 people. This make it more valuable and suitable for exploratory discussions – which worked well in the sessions that I attended. In a way, at its best, SciFoo is many short brain storming sessions which leave you with a wish to discuss for longer.

If you get an invitation (and being flattered is part of the allure of SciFoo), it is worth going on the Wiki, give a bit of a description of yourself and think about a session that you’d like to propose – +1 can help you to get a feeling that people will be interested in it. Think about a catchy title that includes keywords, and remember that you are talking to intelligent lay people from outside your discipline, so prepare to explain some core principles for the discussion in 5 minutes or so. Don’t dedicate the time to tell people only about your research – think of an issue that bother you to some degree and you want to explore (for me it was the connection between citizen science and open science) and consider that you’ll have one hour to discuss it.

Follow the advice – say hello to everyone and have great conversations during breaks, and don’t go to sessions if the conversation is more interesting. Another take on the meeting is provided by Bjoern Brembs on his blog, with whom I had the open access conversation (and I still unsure how we ended with the Cold War).  Also remember to enjoy the experience, sit by the ‘fire’ and talk about things other than science!



New paper: Usability and interaction dimensions of participatory noise and ecological monitoring

The EveryAware book provided an opportunity to communicate the results of a research that Dr Charlene Jennett led, together with two Masters students: Joanne (Jo) Summerfield and Eleonora (Nora) Cognetti, with me as an additional advisor. The research was linked to the EveryAware, since Nora explored the user experience of WideNoise, the citizen science noise monitoring app that was used in the project. There is also a link to the Citizen Cyberlab project, since Jo was looking at the field experience in ecological observation, and in particular during a BioBlitz. The chapter provides a Human-Computer Interaction (HCI) perspective to the way technology is used in citizen science projects. You can download the paper here and the proper citation for the chapter is:

Jennett, C., Cognetti, E., Summerfield, J. and Haklay, M. 2017. Usability and interaction dimensions of participatory noise and ecological monitoring. In Loreto, V., Haklay, M., Hotho, A., Servedio, V.C.P, Stumme, G., Theunis, J., Tria, F. (eds.) Participatory Sensing, Opinions and Collective Awareness. Springer. pp.201-212.

The official version of the paper is on Springer site here.

New Paper: The Three Eras of Environ-mental Information: the Roles of Experts and the Public

Since the first Eye on Earth conference in 2011, I started thinking that we’re moving to a new era in terms of relationships between experts and the public in terms of access to environmental information and it’s production. I also gave a talk about this issue in the Wilson Center in 2014. The three eras can be summarised as ‘information for experts by experts’,’information for experts and the public, by experts, and in experts language’, and ‘information for experts and the public, by experts and the public, in multiple forms’.

Finally, as part of a book that summarises the outcomes from the EveryAware project, I’ve written a chapter that explores the three eras of environmental information and provide a more detailed account of each of them.  You can access the paper here and it should be cited at

Haklay, M., 2017, The Three Eras of Environ-mental Information: The Roles of Experts and the Public, In Loreto, V., Haklay, M., Hotho, A., Servedio, V.C.P, Stumme, G., Theunis, J., Tria, F. (eds.) Participatory Sensing, Opinions and Collective Awareness. Springer. pp.163-179.

The book includes many other chapters and I’ll put several of them online later in the year. you can find the book on Springer site.

New paper: Using crowdsourced imagery to detect cultural ecosystem services: a case study in South Wales, UK

Map showing the numbers of contributors for all three photo-sharing platforms across all grid units of the study area. Numbers in parentheses in the legend indicate the number of grid units in the specified range.

Gianfranco Gliozzo, who is completing his Engineering Doctorate at the Extreme Citizen Science group, written up his first case study and published it in ‘Ecology and Society’.  Cited as
Gliozzo, G., N. Pettorelli, and M. Haklay. 2016. Using crowdsourced imagery to detect cultural ecosystem services: a case study in South Wales, UK. Ecology and Society 21(3):6. http://dx.doi.org/10.5751/ES-08436-210306

The paper went through many iterations and took its time, but it is finally out. The abstract is provided below, and the paper, in open access, can be found here

The paper is exploring the role of crowdsourced imagery, and it building on some work that Vyron Antoniou done in 2010 about understanding the geographical aspects of multiple photo-sharing websites. Gianfranco is demonstrating how such information can be used to address the policy issue of assessing the cultural benefit of open and protected spaces, which is known as cultural ecosystem services.

Within ecological research and environmental management, there is currently a focus on demonstrating the links between human well-being and wildlife conservation. Within this framework, there is a clear interest in better understanding how and why people value certain places over others. We introduce a new method that measures cultural preferences by exploring the potential of multiple online georeferenced digital photograph collections. Using ecological and social considerations, our study contributes to the detection of places that provide cultural ecosystem services. The degree of appreciation of a specific place is derived from the number of people taking and sharing pictures of it. The sequence of decisions and actions taken to share a digital picture of a given place includes the effort to travel to the place, the willingness to take a picture, the decision to geolocate the picture, and the action of sharing it through the Internet. Hence, the social activity of sharing pictures leaves digital proxies of spatial preferences, with people sharing specific photos considering the depicted place not only “worth visiting” but also “worth sharing visually.” Using South Wales as a case study, we demonstrate how the proposed methodology can help identify key geographic features of high cultural value. These results highlight how the inclusion of geographical user-generated content, also known as volunteered geographic information, can be very effective in addressing some of the current priorities in conservation. Indeed, the detection of the most appreciated nonurban areas could be used for better prioritization, planning, and management.

Esri User Conference – Science Symposium


Esri Science Symposium

As part of the Esri User Conference, Dawn Wright, Esri Chief Scientist, organised a Science Symposium that gave an opportunity for those with interest in scientific use of Esri GIS to come together, discuss and meet.

Dawn Wright opened and mentioned that the science symposium is aimed to bring people people from different areas: hydrology, ecology or social sciences – together. The Esri science programme is evolving – and there is official science communication approach. There are different ways to support science including a sabbatical programme. Esri will launch a specific challenge for applications of data sets for students with focus on land, ocean and population. Esri will provide access to all the data that is available and the students are expected to carry out compelling analysis and communicate it. It is an activity in parallel to the global year of understanding. There are also sessions in the AGU meeting that are support by Esri staff.DSCN1690

Margaret Leinen (president, American Geophysical Union) who is working on marine and oceanography gave the main talk ‘what will be necessary to understand and protect the planet…and us?‘. Her talk was aimed at the audience in the conference – people who’s life focus is on data. What is necessary to understand the planet is data and information – it’s the first step of understanding. There are many issues of protecting and understanding the planet – we need to understand planetary impacts on us. The first example is the way we changed our understanding of climate change on the ocean. When we look at the change in sea surface temperature in the 1990 we can see changes up to 2 degrees F. The data was mostly collected in traditional means – measurements along the paths of ships. Through studies from ship records over the years, we have created a view of ocean heating – with different results between groups and researchers with lots of hand crafted compilation of records. In the last decade things have changed: ARGO floats are going up and down through ocean, and make all the data is available – there are 3839 operational floats, reporting every week. This is a completely new way or seeing the data, with huge scale international collaboration. Now we can see the annual cycle and determined the slope in the change in heat content. We have a 10 years time series for the depth of 0-2000m. We have a much more detailed information of the changes. There is an approach to make these devices that will understand the full planetary budget on heat through the whole depth of the ocean. The EarthScope Facilities also provide a demonstration of detailed sensing data – understanding the Earth and it’s movements. Many seismometers that are used for over a decade – the US array provided a massive increase in the resolution of seismic measurements. In 2011, the network identified the Japanese Honshu earthquake. The measurement provided a new class of earthquake modelling that can be used in engineering and science. GPS also provides new abilities to understand deformation o earth. Permanent GPS receivers – many of them – can provide the resolution and accuracy to notice subtle movement, by using very sophisticated statistical filtering. HPWREN – High Performance Wireless Research and Education Network – provide a way to transfer information from sensors who are very remote, then then linked through line of sight communication, and the network provide a reliable and resilient public safety network. The network support many sensing options. There are fire cameras that are linked to it, that alert to provide real time information to the fire department. WiFire is a programme that aim to deliberately work on this issues. GIS data is used to assess surface fuel. In summary: Earth science is going through huge transformation through collaboration of large groups of researchers who are using dense sensing networks. We can now monitor different processes – from short to long term. We gain new insights, and it is rapidly transform into local, regional, national and global responses.

After her talk, a set of responses was organised from a panel, including: Mike Goodchild, John Wilson, Marco Paniho , Ming Tsou, and Cyrus Shahabi.

John: discussion about GIScience – the examples that we’ve seen point to future challenges. We can train people in the spatial sciences, and insist that they’ll learn another area, or change the earth sciences, so people learn about spatial issues, or somewhere in between, with people becoming aware of each other language. Spatial scientists have little capacity to learn a new areas – and same is true for earth scientists. The only viable path is to work together – it’s about working in interdisciplinary teams and enabling people to work with them. Data acquisition is moving fast and it is a challenge to train graduates in this area. Only recently we start thinking about solutions. Academics are experts in dealing with problems in the world, and instead we need to suggest solutions and test them.

Marco: the principle and ideas are problems that are familiar in GIScience although the specific domain of the problem was not familiar. Issues of resolution and scale are familiar in GIScience. We have a long way to go in terms of details of describing a phenomena. We need to see how systematic are we now in acquiring data? We need details of the maps of the heating of the ocean, and understanding what is going on. What is the role of remote sensing in helping us in monitoring global phenomena? We need to think about down-scaling – get from aggregate data to more detailed understanding something locally. What is the role of citizens in providing highly local information on phenomena?

Ming: we need to remembers about ‘how to lie with maps?’ – we need to be very careful about visualisations and cartographic visualisation. Each map is using projections, cartographic representation, and we need to think if it is the appropriate way to ask if that is the appropriate way to present the information? How can we deliver meaningful animation. Cartography is changing fast, but today we need to look at 2000-5000 scale, but we are using now levels and not scale. The networks and models of wildfire are raising questions about which model is appropriate, how many variables we need and which sources of information, as well as the speed of the modelling. Need to think which model is appropriately used.

Cyrius: there are more and more sensors in different context, and with machine learning we have an increased ability to monitor cities. In case of existing models – we have cases of using more data analysis in computer science.

Margaret: we have new ability to move from data, model, analysis and keep the cycle going. In the past, there was gulf between modelling or observations, we don’t see a divide any more and see people going between the modelling and the data.

Discussion points: We need to consider what is the messages that we want to communicate in our maps – we need to embrace other disciplines in improving communication. We need to implement solutions – how much uncertainty you are willing to accept. Every single map or set of data is open and other people can look and change it – this is a profound change.

The earth system is an interrelated system – but we tend to look at specific variables, but data is coming in different resolutions, and details that make it difficult to integrate. Spatial statistics is the way to carry out such integration, the question is how do we achieve that.

It’s not enough to have data as open but the issue is how to allow people to use it – issues of metadata, making it able to talk with other data sets. Esri provide a mechanism to share and address the data.

There is uncomfortable relationships between science and policy – the better the models, there is more complex the issue of discussing them with the public. How to translate decimal points to adjectives for policy making. This creates an issue to communicate with the public and policy makers. There is a need to educate scientists to be able to communicate with the wider public.

Another issue of interdisciplinarity – encouraged as graduate, but not when it come to the profession. There are different paths. Once you land a job, it is up to how you behave and perform.

Considering the pathways of integration, the challenge between the modellers and the observationalists. We can think about identifying a path.

Machine learning might need to re-evaluate how we learn and know something. There is also need to think about which statistics we want to use.

Margaret: what is different now – a growing sense of lack of being able to characterised the things that are going on. The understanding about our ignorance: in the past we had simple linear expectations of understanding. We finding that we don’t understand, and the biosphere and what is does to the world. There are so many viruses in the sea air, and we don’t know what it does to the world. The big revolution is the insights into the complexity of the earth system. How not to simplify beyond the point that we will loose important insight!