Restricted star colouring is a variant of star colouring introduced to design heuristic algorithms to estimate sparse Hessian matrices. For k ∈ N, a k-restricted star colouring (k-rs colouring) of a graph G is a function f : V (G) → {0, 1, . . . , k − 1} such that (i) f (x) = f (y) for every edge xy of G, and (ii) there is no bicoloured 3vertex path (P3) in G with the higher colour on its middle vertex. We show that for k ≥ 3, it is NP-complete to test whether a given planar bipartite graph of maximum degree k and arbitrarily large girth admits a k-rs colouring, and thereby answer a problem posed by Shalu and Sandhya (Graphs and Combinatorics, 2016). In addition, it is NP-complete to test whether a 3-star colourable graph admits a 3-rs colouring. We also prove that for all ǫ > 0, the optimization problem of restricted star colouring a 2-degenerate bipartite graph with the minimum number of colours is NP-hard to approximate within n 1 3 −ǫ . On the positive side, we design (i) a linear-time algorithm to test 3-rs colourability of trees, and (ii) an O(n 3 )-time algorithm to test 3-rs colourability of chordal graphs.