School of Data teaches data skills through exploration. We believe the best way to learn is by working through datasets which have relevance for you personally. We’re looking for people with a deep interest in a particular topic or who have particular skills in coding, analysis, scouting out data, design or data-storytelling who will work with a team to guide them through a data-based investigation.
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The Land of Data is vast and largely uncharted and you, brave explorer, find yourself heading an expedition to mount its peaks. Like sherpas on real expeditions, the guide plays an essential role in keeping an expedition on track.
The guide ensures that no-one gets stuck in dead ends, snowed under avalanches (of data or email) and sees that their team makes it to the peak.
This document contains handy tips and tricks for keeping an expedition on track. For more information on expeditions themselves, take a look at the Data Expeditions Page.
The Guide is an important role in data expeditions. While most of the
expedition is shaped by participants the guide will add to the success and
experiences of the group. As a Guide you will have numerous
- Sketching and drafting a quest
- Recruiting people to your quest
- Choosing how to organise yourselves (Online)
- Introducing the first quest and setting roles
- Kicking off the introductions, making introductions and breaking the ice
- Taking care not to leave anyone behind
- Keeping the explorers on track
- Keeping morale up.
How to become a guide?
There are two types of data expeditions: online and offline. There are no minimum requirements in terms of skill levels, though a background in the area you are exploring or some experience in working with data will help. The only minimum requirement is that you can commit to the expedition for it’s whole length – so as not to leave your expedition partners stranded up the mountain!
To propose an online expedition, simply suggest your proposed topic on the School of Data mailing list or contact us directly (schoolofdata [at] okfn.org) for help in organising it.
For offline expeditions, a lot of the same guidance applies to online expeditions. In addition, we’ve put together a simple pack to help you form the groups and identify roles. It’s based around the role-playing game “Dungeons and Dragons” (D&D) (in case you were wondering what the picture of a dragon was for). In online role-playing games like D&D, the importance of having clearly defined roles is paramount, that’s just what we’re trying to recreate here with these sheets.
To run an offline expedition, you’ll also need a lot of big paper, coloured pens and post-it notes!
- Character sheet to print out Character Sheet Front & Back. One copy per participant.
- Additionally, you might want to print out role description cards. See below for where this fits in, it is helpful to have an idea of possible tasks that someone with each skillset could perform.
- You may also want to buy yourself a cape (this is optional, but really helped to create the atmosphere at some of the offline events we’ve done so far. Putting slightly awkward coders in a cape is generally quite amusing.)
How to use the character sheets
- Hand out your role description sheets
- Get people to fill in the radar plot and assign roles based on areas they are strong in.
- Allow people to also specify a role that they are not so strong in, but which they would like to know more about. You can buddy them up with someone who is more advanced in those skills and encourage them to watch closely and ask lots of questions. Everyone should be willing both to teach something (no matter how basic) as well as learning something.
You have your idea for the subject you want to tackle, you’re ready to roll. (Optional) You may want to devise a suitably ridiculous name for your group: our first online expeditions ranged from “the Resourceful Puffins” to “the Hardworking Aunts”… You should also name your expedition (Bonus points for ridiculous puns revolving around online gaming).
Your next tasks will fall into the main phases of the expedition.
Phase 1: Getting set up and recruiting
If you are running an online data expedition, it is very important to have a way to organise your group online and communicate effectively. We suggest deciding this before signup begins (from experience, you’ll waste a lot of time if you allow your group members to debate tools – some people enjoy this debate, but others really don’t and it’s not the point of the exercise).
Make sure your tool of choice is appropriate to your group (if you’ve got a group of coders, Github may be appropriate, if not make sure you’ve got another way to communicate which doesn’t exclude anyone!).
A note on organising groups online
All of these are methods that we have seen used to organise groups online in the past. If you have ideas for more, please let us know!
- Google Plus Groups (public or private)
- Google Docs
- Github (for code)
- Email lists (OKFN can help to set up a mailing list for groups). Note: use emails sparingly – it’s very easy for information to get lost in a long email thread.
- Google Hangouts / Skype. Note: teams in the past have found it very useful at the very least to have audio contact, even if most of the group’s contact is a-synchronous.
- Meeting in person! Obviously not feasible for everyone, but great if it can happen…
- Hackpads / Etherpads
- Doodle for scheduling meetings
A note on time frames for online expeditions
Decide on a time-frame for your expedition: how long is this going to take?
Make sure you communicate it clearly to your participants. Expeditions can range from a day to however long you like.
So far we have capped online expeditions at around 3 weeks to get a balance of sufficient time to participate and keeping momentum and energy high enough for long periods of time – but feel free to experiment!
A note on time frames for online expeditions
We did our first data expedition at MozFest in 3 hours – you may like to try doing it for longer, however make sure your session is short enough to have people’s full attention for the duration of the session and keep energy high.
A note on group size
Try to find the right group size it’s a balance between:
- Big Group – Higher probability that you will have all the necessary skills covered but more chance that people will not feel they have a defined role
- Small Group – Range of skills not so broad but more likely to be focussed
For previous offline expeditions, we had group sizes of around 8 people. For online (expecting more dropout), we chose bigger groups, between 20 and 45 people. Interestingly, the bigger groups were the ones who produced the most visible outputs but people also reported feeling less like they had a clearly defined role, while smaller groups sometimes lacked the critical mass to get off the ground.
A note on group dynamic and working together
It is important when you pick a topic that you think carefully about who you would like to participate. Some things to think about for your particular expedition:
- Is it best to pick a group of people who already know about the topic or can you handle people who are totally new to the topic? If the latter – you may want to think about having some kind of introduction, a primer, a video or a live talk – so that people can really get into the topic and know what kind of work has been done before.
- Is it best to have a mix of abilities or are you aiming for a particular level? We’d encourage a mix so that people can learn from each other, but make sure you frame whatever expectations you have…
“I am really impressed by what our group produced, but wondered if it would be possible to make future expeditions even more radical. Perhaps you could group people by those who wanted to find a particular type of solution to the problem, e.g. a super beautiful solution, an extremely nerdy solution… and tell them to push the expedition to its limits… “
A note on recruiting
You may find it helpful to have some kind of lightweight application process for your expedition. If people have to invest a little time upfront, you are more likely to get people who have enough time to put into the expedition.
Phase 2: Introductions, icebreakers, assigning roles and pairing up
The Introduction round has two purposes:
1. to give everyone an overview of the skills and people present, NOTE: don’t forget to ask people which level they think they are
2. to get everyone talking. The second one is often underrated but a good introduction round will also break the ice and help people communicate later on.
In offline expeditions, introductions can be done along with the character sheets.
In online expeditions, the introduction phase is trickier.
As the groups can be relatively large, spamming everyone with email may not be the right method. Some other methods that have been suggested were:
- Google Hangouts – visual introductions!
- Have people do a simple chart/diagram to present key facts about themselves
- Producing an online version of a character sheet
- Introductory emails introducing individuals by name, and also mentioning where they are from, what they need help with and what they would like to learn
- Use Firestarter to get your group talking with a question. See our example.
Now, here’s the tricky part, you need to make sure that everyone on your team has a clearly defined role. We usually let people pick this themselves. This is important both so they know where they should start, but also so they know that being present is crucial to the success of the mission. In our offline expeditions, we tried to assign people to the following categories (see the character sheet for more details):
- Storyteller – People who are good at finding interesting angles to explore and producing outputs that really speak to the intended audience. Storytellers are particularly key in defining the question and in pulling together the final mission reports at the end.
- Scout – Scouts hunt down data from across the web. They can be non-technical or technical, depending on how difficult it is to obtain data (whether it is easily downloadable or needs to be scraped etc).
- Analyst – Analysts are the ones who crunch the data found by the scouts and test the hypotheses generated by the storytellers.
- Engineers – Put together the final outputs with help of the group. Engineers are usually somewhere on the technical spectrum but they don’t have to necessarily be coders, we’ve seen loads of great outputs from people who know how to use off-the-shelf tools.
- Designers – Beautify the outputs and make sure the story really comes through the data. Note: a paper representation of how you would like to present your outputs is just as valid as a fully-fledged interactive graphic produced by a coder (sometimes it even serves as a precursor to an interactive).
These are here just for guidance, feel free to adapt!
Once you have the roles assigned, you may want to give the roles brief descriptions of a few key tasks that will fall to people in each role. You obviously won’t be able to determine all of them – expeditions are necessarily unpredictable, but give people a ballpark!
Allow people to also specify a role that they are not so strong in, but which they would like to know more about, you can buddy them up with someone who is more advanced in those skills and encourage them to watch closely and ask lots of questions. This is tricky online, but encourage people to let it happen.
Introduce people to the notion of the expedition
Talk everyone through the notion of the expedition and explain their roles to them. Make it clear the aim is to produce something at the end of the session, that could be a blog post, a visualisation or a load of post-it leads – don’t specify, let them be as creative as possible!
Phase 3: Expeditions are GO! Find your angle…
Start the storytellers off thinking of a question and get them talking to the scouts and analysts about where they might find that data.
For offline expeditions, you’ll need lots of post it notes for this stage. For online – see the suggested tools above for ways to brainstorm creatively. This is one of the most difficult phases of the expedition and you’ll probably find that lots of the angles generate nothing meaning you’ll end up back at square one.
Try to put a cap on the time for this so that the other phases can begin, you can always revisit and review later.
Phase 4: Find and analyse the data…
Once the angle has been sorted, set the analysts and scouts hunting for and trying to find out more about the data. Is it possible to find data that answers that particular question? In this phase, storytellers can already begin documenting the mission’s progress ready for the final report.
Phase 5: Tell the story…
Get the designers and engineers listening in to the conversations happening and working out how it might be possible to present the information, and feed back into the discussion…Note: you may choose not to have designers or engineers – we don’t specify what the outputs of an expedition should be, storytellers may simply choose to present the story in a writeup… All of this is ok!
Phase 6: Wrapup…
Get everyone to document their expedition, the avenues they tried which failed for some reason (the path was blocked), what worked, what data-sources the found and what tools they used. These are all useful for generating leads which people could follow up on afterwards and teaching people how a real data-campaign may be run.
Share what you’ve achieved! Ping @schoolofdata or schoolofdata [at] okfn.org and let us know what you did. We happily spread the word and feature the outputs on the School of Data blog!
Ideas for keeping expeditions running:
Keeping expeditions running is tough. Sometimes the explorers are sulky that their lead has not worked out and their clothes have been damp since you left the base… Here are some ideas to keep expeditions running:
- Have Hangouts – regular hangouts will help to build the group feeling
- Do mini sprints – In the next 5 minutes we want to … Let’s do X in an hour.
- Start communicating more – ask questions, give hints, show your excitement
- If you’re meeting offline – take a break. Breathe and do some exercise
A few things to be aware of
- You will experience some attrition, it’s somewhat inevitable, particularly for online expeditions. What can be helpful is to have some phases to regroup and show who is still in. If attrition is too bad for your expedition to continue, sometimes people get sick or busy, let us know, we’ll try and find a stand-in.
- Sometimes it helps to make things over clear. Your group members will need to know what the state of play is, what phase of the expedition they are in, where to find some information. If in doubt, the mantra Tell ’em what you’re gonna do, then tell ’em they’re doing it, then tell ’em they’ve done it. will probably help you a lot.
FAQs – Data Expeditions
Will there be badges or ways to recognise people for their roles in data expeditions?
Our partners, P2PU are currently working on a badging infrastructure which we will experiment with in future expeditions. Watch this space!
Is there a role for topic-specific experts in a Data Expedition
Absolutely! How about inviting them to kick off an expedition with an introduction to a subject? Maybe they could also be a guide, all of these are possible!
Should you start with a dataset or start with a question?
Either is possible. Adding a key dataset at the beginning of a data expedition is sometimes helpful as insurance that you’ll be able to find at least some data for the expedition. For expeditions involving beginners, it can be very helpful to know some of the common pitfalls of a dataset, such as whether the data is dirty or incomplete, so that you can guide them around it!
What is School of Data’s role in organising data expeditions?
School of Data acts as a facilitator for Data Expeditions, we can:
- Run individual data expeditions online or offline
- Support individuals or organisations in running expeditions
- Provide communications channels and infrastructure for people running data expeditions, such as mailing lists
- Promote your data expedition on the blog or on the data expeditions page
We’re very happy to arrange a chat to help with expeditions. Simply drop us a line via the School of Data mailing list.
If you’re planning an expedition – let us know…
… We’ll help to spread the word about it. We’d also love to hear from you on your experiences of running expeditions to help build on and improve this guide. Looking forward to hearing from you!