class: center, middle, inverse, title-slide # Causal Inference on Time Series Data ## with CausalImpact ### Brandon Beidel ### 2020/09/24 --- class: inverse middle .center[ ![xkcd: Good Morning](https://imgs.xkcd.com/comics/good_morning.png) ] <br> <small>Imagine a world where you rarely leave home, have little separation between your work and home life, have lost track of time, and haven't quite mastered a regular sleep cycle. __Great, I'm right there with you.__</small> --- class: inverse ## Was there a decline in sleep quality in March? 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)<!-- --> <small>With a fitness tracker, we have an imperfect proxy. **At first glance, it looks like there is a shift in late March, were there any major changes?** If we identify a potential cause, can estimate how much it has affected sleep quality?</small> --- class: inverse ## Why might that be? Oh right... ![Stay At Home Order](./img/nc-stay-at-home-order.png) --- ## What are our limitations when estimating the impact? .large[ 1. We only have historical data for a single subject 2. Too expensive to recreate an experiment 3. Time travel not yet available ] .pull-bottom[ **Our challenge:** We need to estimate the outcome as if the 'treatment' never occurred. (i.e., the counterfactual) ] --- ## An easy-to-estimate counterfactual `Y(0)` ![](./img/causal-impact-a-simple-example.png) --- ## Estimate `Y(0)` with `CausalImpact` ![](./img/complex-example.png) `CausalImpact` is an R package for causal inference using Bayesian structural time-series models. --- ## Why build this model? Our goal is to estimate the `counterfactual` `\(Y(0)\)` (i.e, a synthetic control). That `counterfactual` represents a belief about observed data `\(Y(1)\)` if the treatment had never occurred. ### What are the inputs and assumptions? 1. Observed Data `\(Y(1)\)` 2. A `treatment` with a well defined start and end date. 3. A series of `covariate` time-series that **are assumed to be**: - Co-occuring during the same date range as `\(Y(1)\)` - Correlated to `\(Y(1)\)` in the defined `pre-period` - Have an relationship with the observed `\(Y(1)\)` established in the `pre-period` which remains stable through the `post-period` - Are NOT themselves impacted by the `treatment` --- ```r library(zoo); set.seed(1); x1 <- 100 + arima.sim(model = list(ar = 0.999), n = 100) y <- 1.2 * (x1) + rnorm(100) y[71:100] <- y[71:100] + 10 start <- as.Date("2020-01-01") time.points <- seq.Date(start, by = 1, length.out = 100) data <- zoo::zoo(cbind(y, x1), time.points) zoo::autoplot.zoo(data, facets = NULL) ``` 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)<!-- --> --- ```r pre.period <- as.Date(c("2020-01-01", "2020-03-11")) post.period <- as.Date(c("2020-03-12", "2020-04-09")) impact <- CausalImpact(data, pre.period, post.period) plot(impact) ``` 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)<!-- --> --- ```r summary(impact) ``` ``` ## Posterior inference {CausalImpact} ## ## Average Cumulative ## Actual 117 3394 ## Prediction (s.d.) 107 (0.45) 3099 (13.00) ## 95% CI [106, 108] [3074, 3125] ## ## Absolute effect (s.d.) 10 (0.45) 295 (13.00) ## 95% CI [9.3, 11] [268.7, 321] ## ## Relative effect (s.d.) 9.5% (0.42%) 9.5% (0.42%) ## 95% CI [8.7%, 10%] [8.7%, 10%] ## ## Posterior tail-area probability p: 0.00101 ## Posterior prob. of a causal effect: 99.89889% ## ## For more details, type: summary(impact, "report") ``` --- ## Finding Relevant Covariates ```r library(gtrendsR) keywords <- c("insomnia", "pet adoption", "wfh", "sourdough") trends <- gtrendsR::gtrends(keywords, time ="2020-01-01 2020-09-01") plot(trends) ``` 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)<!-- --> .pull-bottom[ _Note:_ For our sleep problem, these are likely poor choices because they likely violate the assumption that the covariates are unaffected by the treatment, COVID19 and the government response in the United States. ] --- ## Can we use the weather for our covariates instead? 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)<!-- --> --- ```r pre.period <- as.Date(c("2019-09-04", "2020-03-27")) post.period <- as.Date(c("2020-03-28", "2020-09-02")) s_impact <- CausalImpact(sleep_data, pre.period, post.period) plot(s_impact) ``` 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)<!-- --> --- ```r summary(s_impact) ``` ``` ## Posterior inference {CausalImpact} ## ## Average Cumulative ## Actual 79 12544 ## Prediction (s.d.) 78 (1.1) 12468 (171.7) ## 95% CI [76, 81] [12119, 12804] ## ## Absolute effect (s.d.) 0.48 (1.1) 76.60 (171.7) ## 95% CI [-1.6, 2.7] [-260.0, 425.0] ## ## Relative effect (s.d.) 0.61% (1.4%) 0.61% (1.4%) ## 95% CI [-2.1%, 3.4%] [-2.1%, 3.4%] ## ## Posterior tail-area probability p: 0.327 ## Posterior prob. of a causal effect: 67% ## ## For more details, type: summary(impact, "report") ``` --- ## Inconclusive? Some popular reasons... 1. There was no impact. 2. The true treatment occurred at another time. 3. An inappropriate prior was chosen. 4. Multiple, 'treatments' occurred in same time period. 5. Reliance on too few covariates (spurious correlation overtook model) 6. Covariant time-series are not correlated with target `pre.period` .pull-bottom[ __In the case of the prior analysis, many of these are probably true.__ ] --- ## Started WFH on March 16th, is it the 'treatment' we are looking for? ```r pre.period <- as.Date(c("2019-09-04", "2020-03-15")) post.period <- as.Date(c("2020-03-16", "2020-09-02")) s_impact <- CausalImpact(sleep_data, pre.period, post.period) plot(s_impact) ``` 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--> --- ## Outputs are sensitive to period, prior, and covariates. ```r summary(s_impact) ``` ``` ## Posterior inference {CausalImpact} ## ## Average Cumulative ## Actual 78 13411 ## Prediction (s.d.) 81 (1) 13845 (179) ## 95% CI [79, 83] [13493, 14203] ## ## Absolute effect (s.d.) -2.5 (1) -434.4 (179) ## 95% CI [-4.6, -0.48] [-791.7, -82.07] ## ## Relative effect (s.d.) -3.1% (1.3%) -3.1% (1.3%) ## 95% CI [-5.7%, -0.59%] [-5.7%, -0.59%] ## ## Posterior tail-area probability p: 0.01025 ## Posterior prob. of a causal effect: 98.975% ## ## For more details, type: summary(impact, "report") ``` --- ## Under the hood: State Space Model A state space model, defined by an observation equation (1), linking observed data `\(y_{t}\)` to a latent state `\(\alpha_{t}\)` over time. And a state equation (2), dictating the change in state `\(\alpha_{t}\)` over time. `$$y_{t} = Z_{t}^{T} \alpha_{t} + \epsilon_{t} \\ \alpha_{t+1} = T_{t}\alpha_{t} + R_{t}\eta_{t}$$` - scalar observation: `\(y_{t}\)` - output vector: `\(Z_{t}\)` - state vector: `\(\alpha_{t}\)` - observation error: `\(\epsilon_{t}\)` - transition matrix: `\(T_{t}\)` - control matrix: `\(R_{t}\)` - system error vector: `\(\eta_{t}\)` --- ## State has mulitiple components in the model The state vector `\(\alpha_{t}\)` is modular, and allows for the inclusion of elements from different aggregates. - Local Linear Trends - Multiple levels of seasonality - Contemporaneous covariates - with static coefficient - with dynamic coefficient .pull-bottom[ Given too many covariates, the model uses a _spike-and-slab_ technique to help determine which covariates to include, and how strongly they should influence the predictions. ] --- ## Simulating the counterfactual 1. For the training period, simulate draws of the state vector `\(\alpha_{t}\)` and model parameters given `\(y_{t}\)` 2. Simulate outcomes the counterfactual period `\(\bar{y}_{n+1:m}\)` given pre-intervention `\(y_{1:n}\)` 3. Use posterior samples to calculate point-wise impact `\(y_{t}-\bar{y}_{t}\)` for each `\(t = 1,...,m\)`, aggregate for cumulative impact estimate. --- class: center middle inverse ## Demo --- ## Additional Resources - Brodersen KH, Gallusser F, Koehler J, Remy N, Scott SL. Inferring causal impact using Bayesian structural time-series models. Annals of Applied Statistics, 2015, Vol. 9, No. 1, 247-274. <http://research.google.com/pubs/pub41854.html> - Brodersen, Kay H., and Alain Hauser. “CausalImpact.” Google, <https://google.github.io/CausalImpact/CausalImpact.html>. Accessed 1 Sept. 2020. - Big Things Conference. “Inferring the Effect of an Event Using CausalImpact by Kay Brodersen.” YouTube, 13 Dec. 2016, <https://www.youtube.com/watch?v=GTgZfCltMm8>. Accessed 1 Sept. 2020.